Emotion telling (show vs. tell)

Test: Bad Writing Habits

Avg. Score
99.6%
Scenarios
18

Overall Performance

Rank ▲ Model Score Avg. Cost Avg. Time Stability
1Ministral 8B100.0%$0.000410.4s100%
2Ministral 3 14B100.0%$0.000711.7s100%
3Gemini 3.5 Flash Lite (Reasoning, Minimal)100.0%$0.00356.3s100%
4Gemini 3.5 Flash Lite (Reasoning)100.0%$0.00356.6s100%
5Gemini 3.1 Flash Lite (Preview)100.0%$0.00308.4s100%
6Claude Haiku 5.5 (Reasoning, Medium)100.0%$0.001414.9s100%
7Gemini 3.1 Flash Lite100.0%$0.003012.1s100%
8Claude Haiku 5.5 (Reasoning, Low)100.0%$0.001515.4s100%
9Mistral Small 4100.0%$0.001418.2s100%
10Ministral 3 8B100.0%$0.000819.6s100%
11Gemini 3.1 Flash Lite (Reasoning)100.0%$0.003011.9s99%
12Gemma 3 4B99.9%$0.000220.0s99%
13ByteDance Seed 1.6 Flash100.0%$0.001327.3s100%
14Inception Mercury 299.9%$0.00327.0s98%
15GPT-5.4 Nano (Reasoning, Low)100.0%$0.005520.6s100%
16DeepSeek V4 Flash (Reasoning)100.0%$0.000731.1s100%
17DeepSeek V4 Flash100.0%$0.000631.6s100%
18Laguna S 2.199.9%$0.000522.1s99%
19Mistral Small 4 (Reasoning)100.0%$0.002230.2s100%
20GPT-6 Luna100.0%$0.001332.6s100%
21Gemini 3 Flash (Preview)100.0%$0.007819.6s100%
22Mistral Large 3100.0%$0.003330.3s100%
23GPT-5.4 Nano (Reasoning)100.0%$0.006124.5s100%
24GPT-5.4 Nano100.0%$0.005726.3s100%
25Laguna XS 2.199.9%$0.000314.4s98%
26DeepSeek V4.1 Flash (Reasoning, High)100.0%$0.002935.4s100%
27DeepSeek V3 (2025-03-24)100.0%$0.001439.4s100%
28Xiaomi MIMO v2.5100.0%$0.005431.8s100%
29Gemini 3.7 Flash (Reasoning, Medium)100.0%$0.01218.2s100%
30Qwen 3.5 Plus (2026-02-15)100.0%$0.006031.5s100%
31Gemini 2.5 Flash Lite99.8%$0.00099.5s97%
32Muse Spark 1.1 (Reasoning, Minimal)100.0%$0.01219.2s100%
33Gemini 2.5 Flash (Reasoning)100.0%$0.01121.5s100%
34Grok 4.3100.0%$0.006930.5s100%
35Claude Haiku 4.5100.0%$0.01121.6s100%
36Writer: Palmyra X5100.0%$0.01122.0s100%
37GPT-6 Luna (Reasoning, Medium)100.0%$0.001643.0s100%
38GPT-5.6 Luna100.0%$0.01515.8s100%
39GPT-5.4 Mini (Reasoning, Low)100.0%$0.01516.8s100%
40Gemini 3.8 Flash (Reasoning, Medium)100.0%$0.01418.0s100%
41GPT-5.4 Mini100.0%$0.01516.8s100%
42Mistral Medium 3.1100.0%$0.004836.5s100%
43Claude Haiku 5.5 (Adaptive)99.9%$0.001819.3s97%
44Gemini 3.5 Flash (Reasoning, Minimal)100.0%$0.01812.0s100%
45Gemini 3.6 Flash (Reasoning, Minimal)100.0%$0.01714.3s100%
46Z.AI GLM 5 Turbo100.0%$0.008133.2s100%
47Gemini 2.5 Flash Lite (Reasoning)99.9%$0.002830.8s99%
48Muse Glimmer 30B (Reasoning, Medium)100.0%$0.003843.4s100%
49Qwen 3.5 Flash100.0%$0.002547.5s100%
50GPT-5.6 Luna (Reasoning, Medium)100.0%$0.01718.0s100%
51Gemma 3 27B100.0%$0.000652.6s100%
52Muse Spark 1.1 (Reasoning, Medium)100.0%$0.01523.9s100%
53Mistral Medium 3.5100.0%$0.01818.2s100%
54Mistral Medium 3.5 (Reasoning)100.0%$0.01818.0s100%
55o4 Mini100.0%$0.01525.7s100%
56Mistral Large 2100.0%$0.01329.4s100%
57Gemma 4 26B100.0%$0.000955.1s100%
58Qwen 3.7 Flash (Reasoning)100.0%$0.001055.2s100%
59Qwen 3 32B100.0%$0.001554.6s100%
60GPT-4.1 Nano99.6%$0.000713.3s96%
61Qwen 3 235B A22B Instruct 2507100.0%$0.001159.2s100%
62Ministral 3 3B99.7%$0.000511.1s95%
63GPT-6 Luna (Reasoning, High)100.0%$0.002357.1s100%
64Gemma 3 12B99.9%$0.000441.3s98%
65Gemini 2.5 Flash99.8%$0.005210.6s96%
66DeepSeek-V2 Chat100.0%$0.002153.3s99%
67Qwen 3.6 Flash100.0%$0.01041.4s100%
68Grok 4.20100.0%$0.009345.7s100%
69Z.AI GLM 4.6100.0%$0.006551.5s100%
70Arcee AI: Trinity Mini99.5%$0.00039.2s95%
71Z.AI GLM 5.3 Flash (Reasoning, Low)100.0%$0.00051.1m100%
72Xiaomi MIMO v2.5 Pro100.0%$0.008553.5s100%
73Gemini 3 Flash (Preview, Reasoning)99.9%$0.01230.1s98%
74DeepSeek V3 (2024-12-26)99.9%$0.002154.6s99%
75GPT-5.4 Mini (Reasoning)100.0%$0.02228.1s100%
76Z.AI GLM 4.7 Flash100.0%$0.00171.2m100%
77MiniMax M2.7100.0%$0.00401.1m100%
78Muse Spark 1.2 (Reasoning, Medium)100.0%$0.01838.3s100%
79GPT-5 Mini100.0%$0.010057.4s100%
80Qwen 3.6 35B100.0%$0.00831.0m100%
81Mistral Large 4.0100.0%$0.00631.1m100%
82Aion 3.0 Mini100.0%$0.00531.2m100%
83GPT-4.1100.0%$0.01844.7s100%
84MiniMax M2.5100.0%$0.00341.3m100%
85Z.AI GLM 5.2 (Reasoning, High)100.0%$0.0111.0m100%
86Ministral 3B99.6%$0.00018.1s92%
87Qwen 3.5 9B100.0%$0.00111.4m100%
88Z.AI GLM 4.5 Air99.8%$0.002958.2s98%
89Z.AI GLM 4.599.8%$0.005142.1s97%
90DeepSeek V4 Pro100.0%$0.00481.3m100%
91Z.AI GLM 5100.0%$0.00841.2m100%
92Aion 2.0100.0%$0.00641.3m100%
93Claude Sonnet 5100.0%$0.02733.5s100%
94GPT-5 Nano100.0%$0.00421.4m100%
95Qwen 3.5 35B100.0%$0.0181.0m100%
96Claude Sonnet 5 (Reasoning)100.0%$0.03038.9s100%
97Grok 4.5 (Reasoning, Low)100.0%$0.0181.1m100%
98Claude Sonnet 5 (Reasoning, Low)100.0%$0.03138.4s100%
99Cydonia 24B V4.199.6%$0.001444.8s95%
100Claude Sonnet 4.6100.0%$0.03139.3s100%
101Z.AI GLM 4.7100.0%$0.0101.4m100%
102GPT-6 Sol100.0%$0.02751.4s100%
103Aion 3.0100.0%$0.0241.0m100%
104Gemini 2.5 Pro100.0%$0.03636.2s100%
105Xiaomi MIMO v2.6 Flash100.0%$0.00081.8m100%
106Nemotron 3 Super99.8%$0.00001.4m98%
107DeepSeek V3.1100.0%$0.00201.8m100%
108Claude Sonnet 4100.0%$0.03243.7s100%
109DeepSeek V3.2100.0%$0.00141.9m100%
110Qwen 3.5 122B100.0%$0.0251.1m100%
111Z.AI GLM 5.1100.0%$0.0141.5m100%
112Thinking Machines Inkling99.9%$0.00751.5m98%
113Gemma 4 26B (Reasoning)100.0%$0.00132.0m100%
114Gemini 3.6 Flash (Reasoning)100.0%$0.04432.5s100%
115GPT-6 Sol (Reasoning, Medium)100.0%$0.0311.0m100%
116Aion 3.5 (Reasoning, High)100.0%$0.0221.3m100%
117GPT-5.6 Terra (Reasoning, Medium)100.0%$0.04435.2s100%
118Kimi K3 (Reasoning, Low)100.0%$0.0281.1m100%
119o4 Mini High99.9%$0.02547.2s97%
120Xiaomi MIMO v2.6 Pro100.0%$0.00332.0m100%
121Grok 4.20 (Reasoning)100.0%$0.0181.5m100%
122Claude Sonnet 4.599.9%$0.03538.1s98%
123GPT-OSS 120B99.8%$0.00151.8m98%
124GPT-5.6 Terra100.0%$0.04636.9s100%
125Gemma 4 31B (Reasoning)100.0%$0.00142.2m100%
126Claude Sonnet 5.5 (Reasoning)99.9%$0.04236.9s99%
127Nemotron 3 Nano99.3%$0.00101.1m94%
128Qwen 3.5 27B100.0%$0.0201.6m100%
129GPT-4.1 Mini99.2%$0.002719.0s89%
130Qwen 3.5 Plus (2026-04-20)100.0%$0.0171.8m100%
131Gemma 4 31B99.8%$0.00101.6m96%
132Grok 4.5 (Reasoning, High)100.0%$0.0301.6m100%
133DeepSeek V4 Pro 0813 (Reasoning, High)100.0%$0.0251.8m100%
134Muse Spark 1.3 (Reasoning, Medium)100.0%$0.0251.8m100%
135GPT-6.1 Sol (Reasoning, Medium)100.0%$0.0311.6m100%
136DeepSeek V4 Flash 0731 (Reasoning, High)100.0%$0.00222.6m100%
137Thinking Machines Inkling Small (Reasoning, High)99.8%$0.00881.7m95%
138Aion 3.5 Mini (Reasoning, High)100.0%$0.0112.4m100%
139GPT-4o, Aug. 6th (temp=1)98.7%$0.01824.4s91%
140Grok 4.3 (Reasoning)100.0%$0.0212.3m100%
141Gemini 3.5 Flash (Reasoning)100.0%$0.07137.6s100%
142GPT-5.4100.0%$0.0491.4m100%
143Claude Opus 4.7 (Reasoning)100.0%$0.07632.0s100%
144Claude Opus 4.8 (Reasoning, Low)100.0%$0.07141.9s100%
145Claude Opus 4.8 (Reasoning)100.0%$0.07141.7s100%
146Claude Opus 4.799.9%$0.06930.4s98%
147Claude Sonnet 4.6 (Reasoning)100.0%$0.0601.2m100%
148GPT-5.4 (Reasoning, Low)100.0%$0.0551.4m100%
149Qwen 3.8 Flash (Reasoning)100.0%$0.00643.1m100%
150Claude Opus 4.5100.0%$0.07053.4s100%
151 Kimi K3 (Reasoning, High)100.0%$0.0441.8m100%
152MiniMax M3100.0%$0.00603.1m100%
153ByteDance Seed 1.699.7%$0.0132.5m97%
154GPT-5.2100.0%$0.0561.5m100%
155Qwen 3.5 397B A17B100.0%$0.0143.0m100%
156Qwen 3.6 27B99.9%$0.0252.3m98%
157DeepSeek V4 Pro (Reasoning)100.0%$0.0153.1m100%
158GPT-5.1100.0%$0.0541.8m100%
159Claude Opus 5100.0%$0.08250.1s100%
160Kimi K2.5100.0%$0.0193.2m100%
161Claude Opus 4.6100.0%$0.0781.2m100%
162Grok 4.6 (Reasoning, High)100.0%$0.0422.5m100%
163GPT-4o Mini (temp=1)97.2%$0.001234.8s86%
164Claude Opus 5.5 (Reasoning)100.0%$0.09256.0s100%
165Mistral Large 4.0 (Reasoning)100.0%$0.0233.4m100%
166Claude Opus 5 (Reasoning, Low)100.0%$0.0971.0m100%
167Claude Opus 4.6 (Reasoning)100.0%$0.0881.4m100%
168Claude Opus 5 (Reasoning)100.0%$0.0981.0m100%
169ByteDance Seed 2.0 Lite98.9%$0.0122.2m89%
170Hermes 3 405B98.0%$0.003253.2s81%
171Qwen 3.7 Max100.0%$0.0682.3m100%
172GPT-5.6 Sol100.0%$0.1051.2m100%
173GPT-5.6 Sol (Reasoning, Medium)100.0%$0.1081.2m100%
174Qwen 2.5 72B95.9%$0.001036.7s83%
175GPT-5100.0%$0.0652.8m100%
176Qwen 3.6 Max Preview100.0%$0.0503.5m100%
177Gemini 3.1 Pro (Preview)100.0%$0.1071.8m100%
178ByteDance Seed 2.0 Mini99.8%$0.00454.9m97%
179GPT-5.4 (Reasoning)100.0%$0.0892.6m100%
180Claude Haiku 5.5 (Reasoning, Max)100.0%$0.0314.7m100%
181Hy4 Preview (Reasoning, High)100.0%$0.0404.4m100%
182Hermes 3 70B96.4%$0.00101.2m80%
183Thinking Machines Inkling (Reasoning)100.0%$0.0255.1m100%
184Qwen 3.8 27B (Reasoning, XHigh)100.0%$0.0404.7m100%
185WizardLM 2 8x22b97.8%$0.00261.8m77%
186Grok 4.7 (Reasoning, High)100.0%$0.0743.9m100%
187GPT-5.5100.0%$0.1391.7m100%
188GPT-5.5 (Reasoning, Low)100.0%$0.1391.8m100%
189Z.AI GLM 5.3 Flash (Reasoning, Max)100.0%$0.00316.5m100%
190Cohere Command R+ (Aug. 2024)95.5%$0.02052.5s80%
191GPT-5.5 (Reasoning, Medium)100.0%$0.1421.8m100%
192GPT-4o Mini (temp=0)93.6%$0.001234.8s74%
193Mistral NeMO93.3%$0.000510.1s71%
194Kimi K2.6100.0%$0.0586.5m100%
195Claude Opus 4100.0%$0.2091.4m100%
196Qwen 3.8 Max (Reasoning, XHigh)100.0%$0.0835.9m100%
197Z.AI GLM 5.3 (Reasoning, Max)100.0%$0.0667.3m100%
198GPT-4o, Aug. 6th (temp=0)91.1%$0.02322.7s60%
199Llama 3.1 70B86.8%$0.001529.4s49%
200Mistral Small 3.2 24B85.9%$0.00685.6m47%
99.61%

Individual Scenarios

Detailed Writing Rules

Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Low)100100100 – – 100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
GPT-6 Luna100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
Grok 4.20100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
Cydonia 24B V4.1100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
Xiaomi MIMO v2.510010010010010099.9%
Gemma 4 31B1001001001009999.9%
GPT-OSS 120B1001001001009799.4%
ByteDance Seed 1.61001001001009699.3%
GPT-4.1 Nano1001001001009598.9%
GPT-4.1 Mini1001001001009398.7%
Thinking Machines Inkling Small (Reasoning, High)1001001001007895.6%
GPT-4o Mini (temp=1)10010095919095.2%
GPT-4o, Aug. 6th (temp=1)100100100878093.3%
Hermes 3 405B1001001001005791.3%
GPT-4o Mini (temp=0)10010096857491.2%
Qwen 2.5 72B10010088825584.9%
Mistral NeMO100100100616184.4%
Hermes 3 70B100100100744283.2%
Cohere Command R+ (Aug. 2024)1008880635878.0%
Llama 3.1 70B10010010040067.9%
GPT-4o, Aug. 6th (temp=0)1008367463165.3%
Mistral Small 3.2 24B1007164602964.9%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Low)100100100 – – 100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
GPT-6 Luna100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
Grok 4.20100100100100100100.0%
Hermes 3 405B100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
Cydonia 24B V4.1100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
GPT-4o Mini (temp=1)1001001001009999.8%
GPT-4o Mini (temp=0)1001001001009498.8%
Cohere Command R+ (Aug. 2024)1001001001009298.4%
Llama 3.1 70B100100100975490.2%
Mistral NeMO1001001001004789.3%
Mistral Small 3.2 24B100100100612276.6%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Low)100100100 – – 100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
GPT-6 Luna100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
Grok 4.20100100100100100100.0%
Hermes 3 405B100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
Cydonia 24B V4.1100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
ByteDance Seed 2.0 Mini1001001001009999.9%
GPT-4o Mini (temp=1)1001001001009999.7%
GPT-OSS 120B1001001001009699.2%
Ministral 3 3B1001001001009298.5%
GPT-4o Mini (temp=0)1001001001008997.8%
Cohere Command R+ (Aug. 2024)1001001001008396.7%
Gemini 2.5 Flash1001001001008096.0%
Mistral NeMO1009994877891.4%
GPT-4o, Aug. 6th (temp=0)10010095847590.8%
Llama 3.1 70B100100100675784.8%
Mistral Small 3.2 24B1001009487076.2%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Low)100100 – – – 100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
GPT-6 Luna100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
Grok 4.20100100100100100100.0%
Hermes 3 405B100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
Cydonia 24B V4.1100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Qwen 2.5 72B1001001001009999.7%
Qwen 3.6 27B1001001001009198.2%
GPT-4o, Aug. 6th (temp=0)1001001001008797.4%
Mistral NeMO100100100978696.7%
GPT-4o Mini (temp=0)100100100988496.3%
Llama 3.1 70B1001001001007995.7%
Mistral Small 3.2 24B1001001001007795.5%
Cohere Command R+ (Aug. 2024)1001001001006893.5%
Ministral 3B1001001001006392.7%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Low)100 – – – – 100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
GPT-6 Luna100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
Grok 4.20100100100100100100.0%
Hermes 3 405B100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Llama 3.1 70B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
Cydonia 24B V4.1100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Mistral NeMO100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
ByteDance Seed 2.0 Lite1001001001009999.7%
GPT-4o Mini (temp=1)1001001001009999.7%
ByteDance Seed 2.0 Mini1001001001009799.4%
Nemotron 3 Nano1001001001009298.4%
Hermes 3 70B1001001001008997.8%
GPT-4o, Aug. 6th (temp=0)100100100998997.6%
Qwen 2.5 72B1001001001008597.1%
GPT-4o Mini (temp=0)1009894836588.0%
Mistral Small 3.2 24B10010095895287.2%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Low)100100 – – – 100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
GPT-6 Luna100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Grok 4.20100100100100100100.0%
Hermes 3 405B100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
Cydonia 24B V4.1100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)1001001001009999.8%
Mistral NeMO1001001001009699.3%
Qwen 2.5 72B1001001001009598.9%
Gemini 2.5 Flash Lite (Reasoning)1001001001009398.7%
GPT-4o, Aug. 6th (temp=0)1001001001009398.7%
GPT-4o Mini (temp=0)100100100979297.8%
Nemotron 3 Nano1001001001008396.7%
Llama 3.1 70B100100100929096.5%
Mistral Small 3.2 24B1001001001002384.5%

genre

Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Low)100100100 – – 100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Gemma 4 26B100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
GPT-6 Luna100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Grok 4.20100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Cydonia 24B V4.1100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
Gemma 3 4B1001001001009999.7%
Gemini 2.5 Flash Lite1001001001009899.6%
Hermes 3 70B1001001001009899.5%
Arcee AI: Trinity Mini1001001001009699.3%
Laguna S 2.11001001001009599.0%
Thinking Machines Inkling1001001001009498.7%
GPT-OSS 120B1001001001009398.5%
Z.AI GLM 4.5 Air1001001001009298.4%
Hermes 3 405B1001001001008997.8%
o4 Mini High1001001001008797.3%
GPT-4.1 Nano100100100978496.2%
Z.AI GLM 4.5100100100918795.7%
Ministral 3 3B1001001001007895.6%
GPT-4o, Aug. 6th (temp=1)100100100987794.9%
WizardLM 2 8x22b10010095827991.1%
GPT-4o Mini (temp=1)10010093897390.9%
ByteDance Seed 2.0 Lite1001001001005390.5%
Qwen 2.5 72B10010088817588.8%
Cohere Command R+ (Aug. 2024)10010093806988.6%
Mistral NeMO10010090731675.7%
Mistral Small 3.2 24B1001009569072.6%
GPT-4o, Aug. 6th (temp=0)888381801068.2%
GPT-4o Mini (temp=0)1006765484665.1%
Llama 3.1 70B8060402036.3%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Max)100100 – – – 100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Low)100100100 – – 100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
GPT-6 Luna100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
Grok 4.20100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Small 3.2 24B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
Cydonia 24B V4.1100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
Nemotron 3 Nano1001001001009999.9%
Cohere Command R+ (Aug. 2024)1001001001009999.8%
Mistral NeMO1001001001009999.7%
Gemini 2.5 Flash Lite1001001001009899.6%
WizardLM 2 8x22b1001001001009899.5%
Hermes 3 405B1001001001009699.3%
Hermes 3 70B1001001001009699.2%
ByteDance Seed 2.0 Lite1001001001009598.9%
Inception Mercury 21001001001009298.3%
GPT-4o, Aug. 6th (temp=0)100100100898494.7%
GPT-4o Mini (temp=0)1001001001007294.3%
Llama 3.1 70B100100100927893.9%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Low)100 – – – – 100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
GPT-6 Luna100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Grok 4.20100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Small 4100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
Claude Sonnet 510010010010010099.9%
DeepSeek V3 (2024-12-26)10010010010010099.9%
Claude Opus 4.8 (Reasoning)1001001001009999.9%
Laguna S 2.11001001001009999.9%
Gemma 3 12B1001001001009999.8%
GPT-4o, Aug. 6th (temp=1)1001001001009799.4%
Mistral Small 3.2 24B1001001001009799.3%
Claude Sonnet 5.5 (Reasoning)1001001001009498.8%
Z.AI GLM 4.5 Air1001001001009498.8%
Cydonia 24B V4.11001001001009498.8%
ByteDance Seed 2.0 Lite100100100979598.4%
Nemotron 3 Super1001001001009298.4%
Claude Opus 4.71001001001009298.3%
GPT-4o Mini (temp=1)1001001001008897.6%
Laguna XS 2.11001001001008897.6%
GPT-4o Mini (temp=0)100100100959397.6%
GPT-4o, Aug. 6th (temp=0)1001001001008697.2%
Qwen 2.5 72B100100100847792.1%
WizardLM 2 8x22b100100100906591.2%
Hermes 3 405B1001001001005490.7%
Mistral NeMO1009894797889.8%
Llama 3.1 70B100100100805186.1%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
GPT-6 Luna100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
Grok 4.20100100100100100100.0%
Hermes 3 405B100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Llama 3.1 70B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
Cydonia 24B V4.1100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Mistral NeMO100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
WizardLM 2 8x22b1001001001009999.7%
Qwen 2.5 72B1001001001009498.7%
GPT-4o Mini (temp=1)1001001001008597.1%
Hermes 3 70B1001001001006392.7%
GPT-4o Mini (temp=0)1001001001005290.4%
Mistral Small 3.2 24B1001001001003987.8%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
GPT-5.2100100100100100100.0%
GPT-5.5100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
GPT-6 Luna100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
Grok 4.20100100100100100100.0%
Hermes 3 405B100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
Cydonia 24B V4.1100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
GPT-4o Mini (temp=1)10010010010010099.9%
Mistral Medium 3.11001001001009999.9%
Mistral NeMO1001001001009999.9%
Qwen 3.6 Flash1001001001009999.8%
Ministral 3 8B1001001001009999.8%
DeepSeek-V2 Chat1001001001009899.6%
Aion 3.5 (Reasoning, High)1001001001009899.5%
GPT-4.1 Nano1001001001009799.4%
WizardLM 2 8x22b1001001001009799.4%
Gemini 3.1 Flash Lite (Reasoning)1001001001009699.2%
Nemotron 3 Super100100100999598.7%
ByteDance Seed 1.61001001001009098.1%
ByteDance Seed 2.0 Lite1001001001008997.8%
GPT-4o Mini (temp=0)100100100989097.7%
Claude Haiku 5.5 (Adaptive)1001001001008897.6%
GPT-4o, Aug. 6th (temp=0)1001001001008897.6%
GPT-4.1 Mini100100100959397.5%
Qwen 2.5 72B1001001001007895.6%
Nemotron 3 Nano1009995898994.6%
Mistral Small 3.2 24B100100100886189.7%
Llama 3.1 70B1001001001001683.3%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Max)100 – – – – 100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Low)100 – – – – 100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
GPT-6 Luna100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
Grok 4.20100100100100100100.0%
Hermes 3 405B100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Cydonia 24B V4.1100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
GPT-4o Mini (temp=0)10010010010010099.9%
Grok 4.20 (Reasoning)1001001001009999.8%
GPT-4o, Aug. 6th (temp=0)1001001001009999.8%
Cohere Command R+ (Aug. 2024)1001001001009999.8%
DeepSeek-V2 Chat1001001001009899.6%
Gemma 3 4B1001001001009799.4%
Hermes 3 70B1001001001009699.3%
Thinking Machines Inkling1001001001009599.0%
Gemini 3 Flash (Preview, Reasoning)1001001001009298.4%
Mistral Small 3.2 24B1001001001009298.4%
Nemotron 3 Nano1001001001008997.8%
ByteDance Seed 2.0 Mini100100100998997.6%
Qwen 2.5 72B1001001001008797.5%
Arcee AI: Trinity Mini1001001001008797.4%
Llama 3.1 70B1001001001008496.9%
Mistral NeMO100100100958796.4%
Gemma 4 31B1001001001007995.7%
GPT-4o Mini (temp=1)10010098908795.0%
WizardLM 2 8x22b100100100100080.0%

Novelcrafter Default Prompt

Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Low)100100100 – – 100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
GPT-6 Luna100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Grok 4.20100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
ByteDance Seed 2.0 Lite10010010010010099.9%
GPT-4.1 Nano1001001001009999.9%
Gemini 2.5 Flash1001001001009899.6%
Nemotron 3 Super1001001001009498.8%
ByteDance Seed 1.6100100100959598.0%
Arcee AI: Trinity Mini100100100998797.1%
Gemini 2.5 Flash Lite1001001001008597.1%
Cydonia 24B V4.11001001001007795.3%
Hermes 3 70B100100100888795.1%
GPT-4o, Aug. 6th (temp=1)100100100967995.0%
GPT-4o Mini (temp=1)10010088876788.4%
Hermes 3 405B1001001001003286.5%
Qwen 2.5 72B10010093736586.1%
Mistral NeMO1009591904083.2%
Cohere Command R+ (Aug. 2024)1008785755380.0%
GPT-4o Mini (temp=0)1007877755276.4%
Mistral Small 3.2 24B10010094443273.8%
Llama 3.1 70B98716144054.7%
GPT-4o, Aug. 6th (temp=0)714834161136.0%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
GPT-6 Luna100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Grok 4.20100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Small 3.2 24B100100100100 – 100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)10010010010010099.9%
GPT-4o, Aug. 6th (temp=0)1001001001009999.9%
Hermes 3 405B1001001001009999.9%
Nemotron 3 Nano1001001001009899.5%
GPT-4o Mini (temp=0)1001001001009799.4%
Cydonia 24B V4.11001001001009298.3%
Llama 3.1 70B1001001001009198.2%
Qwen 2.5 72B1001001001008496.8%
Mistral NeMO100100100948896.4%
Hermes 3 70B1001001001006192.2%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Low)100100100100 – 100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
GPT-6 Luna100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
Grok 4.20100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
Cydonia 24B V4.1100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
Gemini 2.5 Flash Lite1001001001009899.5%
GPT-4.1 Mini1001001001009699.2%
Hermes 3 405B1001001001009398.6%
GPT-4o Mini (temp=0)100100100969498.0%
ByteDance Seed 2.0 Lite1001001001008997.8%
GPT-4o Mini (temp=1)1001001001008797.3%
Hermes 3 70B1001001001008597.1%
Llama 3.1 70B100100100998496.7%
Qwen 2.5 72B100100100978195.6%
Mistral NeMO100100100898795.1%
GPT-4o, Aug. 6th (temp=1)100100100918394.9%
Cohere Command R+ (Aug. 2024)100100100947694.0%
Mistral Small 3.2 24B100100100621274.8%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Low)100100 – – – 100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
GPT-6 Luna100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
Grok 4.20100100100100100100.0%
Hermes 3 405B100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Llama 3.1 70B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
Cydonia 24B V4.1100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Mistral NeMO100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
Claude Sonnet 41001001001009899.5%
GPT-4o Mini (temp=0)1001001001009498.8%
Qwen 2.5 72B1001001001009298.5%
GPT-4o, Aug. 6th (temp=0)1001001001009098.1%
GPT-4o Mini (temp=1)100100100959197.3%
Cohere Command R+ (Aug. 2024)1001001001008597.1%
Hermes 3 70B10010089875886.8%
Mistral Small 3.2 24B100100100100080.0%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Low)100100 – – – 100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
GPT-6 Luna100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Grok 4.20100100100100100100.0%
Hermes 3 405B100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
Cydonia 24B V4.1100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
Claude Sonnet 510010010010010099.9%
GPT-4o Mini (temp=0)1001001001009899.5%
GPT-4o, Aug. 6th (temp=0)1001001001009699.3%
GPT-4o, Aug. 6th (temp=1)1001001001009498.7%
DeepSeek V3 (2024-12-26)1001001001009398.6%
GPT-4.1 Nano1001001001009198.2%
Gemma 3 12B1001001001009098.1%
Qwen 2.5 72B1001001001008697.2%
Llama 3.1 70B1001001001007294.4%
Cohere Command R+ (Aug. 2024)100100100907993.6%
GPT-4o Mini (temp=1)1001001001005791.3%
Mistral NeMO10010099787289.9%
Mistral Small 3.2 24B1009490877388.8%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Low)100100 – – – 100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
GPT-6 Luna100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
Grok 4.20100100100100100100.0%
Hermes 3 405B100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
Cydonia 24B V4.1100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
Mistral Small 3.2 24B1001001001009899.6%
ByteDance Seed 2.0 Mini1001001001009699.3%
GPT-4o, Aug. 6th (temp=0)1001001001009599.0%
Qwen 2.5 72B1001001001009598.9%
GPT-4o Mini (temp=0)1001001001009198.2%
Claude Sonnet 4.51001001001009198.2%
ByteDance Seed 2.0 Lite1001001001009098.1%
Arcee AI: Trinity Mini1001001001008597.1%
Mistral NeMO100100100996091.9%
Hermes 3 70B100100100847591.8%
GPT-4.1 Mini1001001001004889.6%
Llama 3.1 70B100100100904687.3%