Overuse of "that" (subordinate clause padding)

Test: Bad Writing Habits

Avg. Score
98.3%
Scenarios
18

Overall Performance

Rank ▲ Model Score Avg. Cost Avg. Time Stability
1Gemini 2.5 Flash Lite100.0%$0.00099.5s100%
2Arcee AI: Trinity Mini100.0%$0.00039.2s99%
3Mistral Small 4100.0%$0.001418.2s100%
4Inception Mercury 299.9%$0.00327.0s98%
5GPT-4.1 Mini99.9%$0.002719.0s99%
6DeepSeek V4 Flash100.0%$0.000631.6s100%
7Gemini 2.5 Flash Lite (Reasoning)100.0%$0.002830.8s100%
8Mistral Large 3100.0%$0.003330.3s100%
9GPT-4o Mini (temp=0)100.0%$0.001234.8s100%
10GPT-5.4 Nano100.0%$0.005726.3s100%
11GPT-6 Luna100.0%$0.001332.6s99%
12Gemini 3.5 Flash Lite (Reasoning)99.8%$0.00356.6s96%
13Gemma 3 12B100.0%$0.000441.3s100%
14GPT-5.4 Nano (Reasoning)99.9%$0.006124.5s99%
15Muse Spark 1.1 (Reasoning, Minimal)100.0%$0.01219.2s100%
16Gemma 3 4B99.8%$0.000220.0s96%
17Writer: Palmyra X5100.0%$0.01122.0s100%
18GPT-6 Luna (Reasoning, Medium)100.0%$0.001643.0s100%
19Mistral Medium 3.1100.0%$0.004836.5s100%
20Xiaomi MIMO v2.5100.0%$0.005431.8s99%
21Mistral Small 4 (Reasoning)99.9%$0.002230.2s98%
22Gemini 3.6 Flash (Reasoning, Minimal)100.0%$0.01714.3s100%
23DeepSeek V4 Flash (Reasoning)99.8%$0.000731.1s98%
24Muse Glimmer 30B (Reasoning, Medium)100.0%$0.003843.4s100%
25Gemini 2.5 Flash (Reasoning)99.9%$0.01121.5s99%
26Qwen 3.5 Flash100.0%$0.002547.5s100%
27GPT-5.6 Luna (Reasoning, Medium)100.0%$0.01718.0s100%
28GPT-5.6 Luna99.9%$0.01515.8s99%
29Gemini 3.8 Flash (Reasoning, Medium)99.9%$0.01418.0s99%
30Gemma 3 27B100.0%$0.000652.6s100%
31o4 Mini100.0%$0.01525.7s100%
32Qwen 3.7 Flash (Reasoning)100.0%$0.001055.2s100%
33Qwen 3 32B100.0%$0.001554.6s100%
34DeepSeek V3 (2025-03-24)99.8%$0.001439.4s98%
35GPT-5.4 Nano (Reasoning, Low)99.7%$0.005520.6s96%
36Qwen 3.5 Plus (2026-02-15)99.8%$0.006031.5s98%
37Qwen 3 235B A22B Instruct 2507100.0%$0.001159.2s100%
38GPT-6 Luna (Reasoning, High)100.0%$0.002357.1s100%
39Gemini 3.5 Flash Lite (Reasoning, Minimal)99.5%$0.00356.3s93%
40Z.AI GLM 4.5 Air100.0%$0.002958.2s100%
41Grok 4.20100.0%$0.009345.7s100%
42DeepSeek-V2 Chat99.9%$0.002153.3s99%
43Gemma 4 26B99.9%$0.000955.1s99%
44GPT-5.4 Mini (Reasoning, Low)99.7%$0.01516.8s97%
45Mistral Medium 3.5 (Reasoning)99.8%$0.01818.0s98%
46ByteDance Seed 1.6 Flash99.5%$0.001327.3s94%
47Qwen 3.6 Flash99.9%$0.01041.4s98%
48Gemini 3.5 Flash (Reasoning, Minimal)99.8%$0.01812.0s96%
49Grok 4.399.7%$0.006930.5s95%
50GPT-4.1100.0%$0.01844.7s100%
51Ministral 3 3B99.4%$0.000511.1s89%
52Muse Spark 1.1 (Reasoning, Medium)99.7%$0.01523.9s95%
53Aion 2.0100.0%$0.00641.3m100%
54GPT-5.4 Mini99.5%$0.01516.8s94%
55Ministral 3B99.2%$0.00018.1s88%
56DeepSeek V4 Pro100.0%$0.00481.3m99%
57Gemini 3.7 Flash (Reasoning, Medium)99.6%$0.01218.2s93%
58Qwen 3.6 35B99.8%$0.00831.0m97%
59DeepSeek V3 (2024-12-26)99.7%$0.002154.6s94%
60Mistral Medium 3.599.6%$0.01818.2s94%
61Laguna XS 2.199.0%$0.000314.4s88%
62Gemini 3.1 Flash Lite98.9%$0.003012.1s89%
63o4 Mini High100.0%$0.02547.2s100%
64Qwen 3.5 35B100.0%$0.0181.0m100%
65Mistral Large 299.6%$0.01329.4s93%
66Z.AI GLM 4.699.6%$0.006551.5s94%
67GPT-6 Sol100.0%$0.02751.4s100%
68GPT-OSS 120B100.0%$0.00151.8m100%
69Gemini 2.5 Pro100.0%$0.03636.2s100%
70DeepSeek V3.2100.0%$0.00141.9m100%
71Gemini 3 Flash (Preview)98.9%$0.007819.6s89%
72Grok 4.5 (Reasoning, Low)99.9%$0.0181.1m97%
73GPT-5 Mini99.6%$0.010057.4s93%
74Z.AI GLM 4.799.9%$0.0101.4m98%
75Gemini 3.6 Flash (Reasoning)100.0%$0.04432.5s100%
76GPT-5.6 Terra (Reasoning, Medium)100.0%$0.04435.2s100%
77GPT-5.4 Mini (Reasoning)99.5%$0.02228.1s93%
78DeepSeek V3.199.9%$0.00201.8m98%
79GPT-4o, Aug. 6th (temp=1)99.4%$0.01824.4s91%
80Z.AI GLM 5 Turbo99.1%$0.008133.2s89%
81Gemma 4 31B99.7%$0.00101.6m96%
82Z.AI GLM 4.7 Flash99.3%$0.00171.2m92%
83GPT-5.6 Terra100.0%$0.04636.9s100%
84Aion 3.099.8%$0.0241.0m97%
85Qwen 3.5 27B100.0%$0.0201.6m100%
86DeepSeek V4.1 Flash (Reasoning, High)98.9%$0.002935.4s86%
87Muse Spark 1.2 (Reasoning, Medium)99.2%$0.01838.3s91%
88GPT-6 Sol (Reasoning, Medium)99.8%$0.0311.0m97%
89Qwen 2.5 72B98.8%$0.001036.7s84%
90GPT-4o Mini (temp=1)98.8%$0.001234.8s83%
91Z.AI GLM 4.598.4%$0.005142.1s87%
92GPT-6.1 Sol (Reasoning, Medium)100.0%$0.0311.6m100%
93Qwen 3.5 Plus (2026-04-20)99.9%$0.0171.8m97%
94Aion 3.0 Mini98.9%$0.00531.2m89%
95Xiaomi MIMO v2.5 Pro99.0%$0.008553.5s87%
96Qwen 3.5 9B99.4%$0.00111.4m88%
97Gemma 4 26B (Reasoning)99.7%$0.00132.0m94%
98Z.AI GLM 5.2 (Reasoning, High)98.8%$0.0111.0m89%
99GPT-4.1 Nano97.4%$0.000713.3s81%
100Gemini 3.1 Flash Lite (Preview)97.4%$0.00308.4s81%
101Gemma 4 31B (Reasoning)99.5%$0.00142.2m94%
102Qwen 3.5 122B99.3%$0.0251.1m91%
103Gemini 3 Flash (Preview, Reasoning)99.0%$0.01230.1s81%
104Ministral 8B97.9%$0.000410.4s77%
105Claude Haiku 5.5 (Reasoning, Medium)97.4%$0.001414.9s80%
106Gemini 3.5 Flash (Reasoning)100.0%$0.07137.6s100%
107Gemini 3.1 Flash Lite (Reasoning)97.4%$0.003011.9s79%
108Claude Sonnet 5.5 (Reasoning)99.2%$0.04236.9s91%
109GPT-5.4100.0%$0.0491.4m100%
110MiniMax M2.598.4%$0.00341.3m86%
111Qwen 3.6 27B100.0%$0.0252.3m100%
112Xiaomi MIMO v2.6 Pro99.0%$0.00332.0m92%
113Muse Spark 1.3 (Reasoning, Medium)99.7%$0.0251.8m95%
114Cydonia 24B V4.198.3%$0.001444.8s80%
115Z.AI GLM 598.8%$0.00841.2m85%
116Ministral 3 14B97.7%$0.000711.7s74%
117GPT-5.4 (Reasoning, Low)100.0%$0.0551.4m99%
118MiniMax M2.798.3%$0.00401.1m83%
119GPT-5.2100.0%$0.0561.5m100%
120Qwen 3.8 Flash (Reasoning)99.9%$0.00643.1m99%
121Z.AI GLM 5.3 Flash (Reasoning, Low)98.2%$0.00051.1m81%
122Grok 4.5 (Reasoning, High)99.4%$0.0301.6m92%
123Gemini 2.5 Flash97.8%$0.005210.6s73%
124GPT-5.1100.0%$0.0541.8m100%
125Claude Sonnet 4.598.5%$0.03538.1s84%
126Grok 4.6 (Reasoning, High)100.0%$0.0422.5m100%
127Qwen 3.5 397B A17B99.7%$0.0143.0m95%
128Claude Opus 5.5 (Reasoning)100.0%$0.09256.0s100%
129Z.AI GLM 5.198.3%$0.0141.5m84%
130Claude Haiku 5.5 (Reasoning, Low)96.2%$0.001515.4s71%
131Mistral NeMO96.4%$0.000510.1s69%
132Claude Opus 4.599.1%$0.07053.4s90%
133Grok 4.20 (Reasoning)98.7%$0.0181.5m79%
134Thinking Machines Inkling97.6%$0.00751.5m79%
135Ministral 3 8B96.2%$0.000819.6s68%
136Kimi K3 (Reasoning, Low)97.4%$0.0281.1m83%
137Claude Sonnet 497.3%$0.03243.7s80%
138DeepSeek V4 Pro 0813 (Reasoning, High)98.7%$0.0251.8m83%
139Qwen 3.7 Max100.0%$0.0682.3m100%
140GPT-5.6 Sol100.0%$0.1051.2m100%
141GPT-5.6 Sol (Reasoning, Medium)100.0%$0.1081.2m100%
142Hermes 3 405B96.7%$0.003253.2s70%
143DeepSeek V4 Flash 0731 (Reasoning, High)98.2%$0.00222.6m82%
144Claude Opus 4.6 (Reasoning)99.7%$0.0881.4m95%
145Claude Opus 4.7 (Reasoning)98.7%$0.07632.0s85%
146Nemotron 3 Super97.0%$0.00001.4m72%
147Nemotron 3 Nano96.0%$0.00101.1m72%
148GPT-5100.0%$0.0652.8m100%
149Claude Haiku 5.5 (Adaptive)94.5%$0.001819.3s68%
150Cohere Command R+ (Aug. 2024)97.1%$0.02052.5s72%
151WizardLM 2 8x22b97.0%$0.00261.8m76%
152Qwen 3.6 Max Preview100.0%$0.0503.5m100%
153Xiaomi MIMO v2.6 Flash97.0%$0.00081.8m72%
154MiniMax M397.9%$0.00603.1m84%
155GPT-5.4 (Reasoning)100.0%$0.0892.6m100%
156Laguna S 2.193.5%$0.000522.1s65%
157Claude Haiku 5.5 (Reasoning, Max)100.0%$0.0314.7m100%
158DeepSeek V4 Pro (Reasoning)98.6%$0.0153.1m80%
159Grok 4.3 (Reasoning)98.0%$0.0212.3m76%
160Claude Opus 4.797.4%$0.06930.4s76%
161Hermes 3 70B95.3%$0.00101.2m66%
162Claude Opus 597.5%$0.08250.1s83%
163Kimi K2.598.6%$0.0193.2m81%
164Claude Opus 5 (Reasoning, Low)98.7%$0.0971.0m86%
165Claude Opus 4.698.1%$0.0781.2m83%
166GPT-4o, Aug. 6th (temp=0)95.0%$0.02322.7s64%
167Claude Haiku 4.593.9%$0.01121.6s63%
168Aion 3.5 (Reasoning, High)95.4%$0.0221.3m69%
169Gemini 3.1 Pro (Preview)99.5%$0.1071.8m91%
170GPT-5.5100.0%$0.1391.7m100%
171Claude Opus 4.8 (Reasoning)96.9%$0.07141.7s74%
172Claude Sonnet 4.694.5%$0.03139.3s67%
173GPT-5.5 (Reasoning, Low)100.0%$0.1391.8m100%
174Aion 3.5 Mini (Reasoning, High)96.5%$0.0112.4m72%
175Grok 4.7 (Reasoning, High)99.9%$0.0743.9m98%
176GPT-5.5 (Reasoning, Medium)100.0%$0.1421.8m100%
177Mistral Large 4.094.1%$0.00631.1m62%
178Claude Opus 4.8 (Reasoning, Low)96.7%$0.07141.9s73%
179 Kimi K3 (Reasoning, High)96.7%$0.0441.8m74%
180Claude Sonnet 4.6 (Reasoning)96.2%$0.0601.2m74%
181Qwen 3.8 27B (Reasoning, XHigh)99.5%$0.0404.7m91%
182GPT-5 Nano92.4%$0.00421.4m61%
183Z.AI GLM 5.3 Flash (Reasoning, Max)98.8%$0.00316.5m89%
184Claude Sonnet 591.6%$0.02733.5s59%
185Claude Opus 5 (Reasoning)96.2%$0.0981.0m73%
186Claude Sonnet 5 (Reasoning)91.7%$0.03038.9s56%
187Hy4 Preview (Reasoning, High)97.8%$0.0404.4m77%
188Kimi K2.699.9%$0.0586.5m98%
189Mistral Large 4.0 (Reasoning)95.5%$0.0233.4m66%
190Claude Opus 499.8%$0.2091.4m97%
191Qwen 3.8 Max (Reasoning, XHigh)99.7%$0.0835.9m94%
192Claude Sonnet 5 (Reasoning, Low)90.4%$0.03138.4s49%
193Thinking Machines Inkling (Reasoning)95.8%$0.0255.1m66%
194Llama 3.1 70B84.8%$0.001529.4s36%
195ByteDance Seed 1.688.5%$0.0132.5m47%
196Z.AI GLM 5.3 (Reasoning, Max)98.1%$0.0667.3m84%
197Thinking Machines Inkling Small (Reasoning, High)83.7%$0.00881.7m38%
198ByteDance Seed 2.0 Lite81.4%$0.0122.2m35%
199ByteDance Seed 2.0 Mini79.8%$0.00454.9m28%
200Mistral Small 3.2 24B78.0%$0.00695.7m23%
98.31%

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%
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%
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%
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%
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%
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 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%
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%
GPT-4o Mini (temp=0)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%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
Arcee AI: Trinity Mini1001001001009799.4%
Claude Sonnet 5 (Reasoning, Low)1001001001009699.1%
Claude Opus 4.8 (Reasoning, Low)1001001001009599.0%
Claude Sonnet 5.5 (Reasoning)1001001001009498.7%
Claude Haiku 5.5 (Adaptive)1001001001008697.3%
Laguna S 2.1100100100928695.6%
Cohere Command R+ (Aug. 2024)1001001001007595.1%
Aion 3.5 (Reasoning, High)100100100964287.6%
Mistral Large 4.01001001001001382.6%
Llama 3.1 70B100100100100080.0%
Mistral NeMO100100100100080.0%
Thinking Machines Inkling Small (Reasoning, High)10010010033066.7%
Mistral Small 3.2 24B100100480049.5%
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%
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%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
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%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
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%
Mistral Large 4.0 (Reasoning)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%
Qwen 3.5 397B A17B100100100100100100.0%
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%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
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%
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%
GPT-OSS 120B100100100100100100.0%
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%
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%
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%
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-5.4 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-4o Mini (temp=1)100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=0)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%
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%
Mistral Large 21001001001009999.7%
Claude Sonnet 5 (Reasoning)1001001001009999.7%
DeepSeek V4.1 Flash (Reasoning, High)1001001001009899.6%
Gemini 3.8 Flash (Reasoning, Medium)1001001001009699.1%
Gemini 2.5 Flash (Reasoning)1001001001009598.9%
Grok 4.20 (Reasoning)1001001001009398.6%
Mistral NeMO1001001001009298.4%
Cydonia 24B V4.11001001001009198.3%
Claude Opus 4.61001001001009098.1%
Z.AI GLM 5.3 Flash (Reasoning, Max)1001001001009097.9%
Laguna S 2.11001001001008797.5%
Claude Haiku 4.51001001001008797.3%
Hy4 Preview (Reasoning, High)1001001001008496.8%
Claude Haiku 5.5 (Adaptive)1001001001008396.7%
Mistral Large 4.01001001001008296.4%
Claude Sonnet 4.6 (Reasoning)1001001001007595.0%
GPT-5 Nano100100100987093.6%
Thinking Machines Inkling1001001001006492.8%
Claude Sonnet 4.61001001001006092.1%
Kimi K3 (Reasoning, Low)1001001001005490.9%
Qwen 2.5 72B1001001001005390.6%
Grok 4.3 (Reasoning)1001001001005089.9%
ByteDance Seed 2.0 Mini1001001001005089.9%
Claude Opus 5 (Reasoning)1001001001004789.3%
Claude Opus 5100100100766387.7%
Llama 3.1 70B100100100795686.9%
Kimi K3 (Reasoning, High)1001001001001182.2%
Claude Sonnet 5 (Reasoning, Low)1001001001001082.0%
Mistral Small 3.2 24B100100100100080.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100633779.9%
Hermes 3 70B10010010083076.7%
ByteDance Seed 2.0 Lite10010000040.0%
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%
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%
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%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)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%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
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%
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%
DeepSeek V4 Pro 0813 (Reasoning, High)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%
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%
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%
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%
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%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
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%
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-5.4 Nano (Reasoning)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%
Llama 3.1 70B100100100100100100.0%
GPT-4o Mini (temp=0)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%
Hermes 3 70B100100100100100100.0%
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%
Muse Spark 1.1 (Reasoning, Medium)1001001001009899.6%
Thinking Machines Inkling (Reasoning)1001001001009599.0%
Kimi K3 (Reasoning, Low)1001001001009498.8%
DeepSeek V3 (2025-03-24)1001001001009398.7%
Grok 4.7 (Reasoning, High)1001001001009098.1%
ByteDance Seed 2.0 Mini1001001001008897.6%
Aion 3.5 (Reasoning, High)1001001001008597.1%
Gemini 3.5 Flash Lite (Reasoning, Minimal)1001001001008396.7%
GPT-4.1 Nano1001001001008396.7%
Z.AI GLM 5.3 Flash (Reasoning, Low)1001001001008096.0%
Claude Sonnet 5.5 (Reasoning)1001001001007995.8%
Qwen 3.5 122B1001001001007995.8%
Ministral 3 8B1001001001007895.7%
Xiaomi MIMO v2.6 Pro1001001001007795.3%
Mistral Medium 3.51001001001007595.1%
Z.AI GLM 5.3 (Reasoning, Max)1001001001007394.7%
Laguna S 2.11001001001007194.3%
Mistral Small 3.2 24B1001001001006593.0%
Claude Opus 4.51001001001006392.6%
Claude Haiku 5.5 (Reasoning, Medium)100100100996392.2%
Kimi K3 (Reasoning, High)10010098838092.2%
GPT-5 Nano1001001001006092.0%
Xiaomi MIMO v2.5 Pro1001001001005791.5%
Claude Opus 5 (Reasoning)1001001001005691.3%
Claude Haiku 4.51001001001004088.0%
ByteDance Seed 1.61001001001003186.1%
Claude Sonnet 5 (Reasoning, Low)1001001001003085.9%
Claude Haiku 5.5 (Reasoning, Low)10010056 – – 85.2%
Thinking Machines Inkling Small (Reasoning, High)10010065635075.4%
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%
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%
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%
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 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%
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 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%
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 Small 3.2 24B100100100100100100.0%
GPT-4o Mini (temp=0)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%
Mistral NeMO100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
Xiaomi MIMO v2.6 Flash1001001001009999.9%
Cohere Command R+ (Aug. 2024)1001001001009398.5%
Z.AI GLM 5.3 Flash (Reasoning, Low)1001001001009298.4%
ByteDance Seed 2.0 Lite100100100978596.5%
Mistral Large 4.01001001001008196.2%
Gemini 3.1 Flash Lite (Preview)1001001001005490.9%
Claude Sonnet 4.6 (Reasoning)1001001001004989.7%
DeepSeek V4 Pro 0813 (Reasoning, High)1001001001002885.6%
Claude Sonnet 5100100100834084.7%
ByteDance Seed 2.0 Mini1001009748069.0%
Llama 3.1 70B10010010025866.6%
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%
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%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
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%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
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%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
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%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
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%
GPT-5.2100100100100100100.0%
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%
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%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
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%
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%
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%
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-4o Mini (temp=1)100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=0)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%
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%
Thinking Machines Inkling Small (Reasoning, High)1001001001009899.6%
GPT-5.4 Mini (Reasoning, Low)1001001001009899.5%
Claude Sonnet 4.61001001001009699.3%
Grok 4.20 (Reasoning)1001001001009498.8%
GPT-4.1 Mini1001001001009498.8%
Hy4 Preview (Reasoning, High)1001001001009298.4%
Xiaomi MIMO v2.6 Pro1001001001009097.9%
MiniMax M2.51001001001008897.5%
Claude Opus 4.71001001001008797.5%
Claude Sonnet 5 (Reasoning, Low)1001001001008296.5%
Claude Opus 51001001001008296.4%
Z.AI GLM 5.3 Flash (Reasoning, Low)1001001001008196.2%
Z.AI GLM 5.2 (Reasoning, High)1001001001008096.1%
Claude Opus 5 (Reasoning)1001001001008096.1%
Kimi K3 (Reasoning, Low)1001001001007695.2%
Muse Spark 1.2 (Reasoning, Medium)1001001001007194.3%
Claude Sonnet 4.6 (Reasoning)1001001001007194.3%
Laguna S 2.11001001001007194.3%
ByteDance Seed 1.61001001001006993.7%
Thinking Machines Inkling1001001001006092.1%
Claude Sonnet 51001001001005891.6%
Aion 3.5 (Reasoning, High)10010096818091.5%
Z.AI GLM 5 Turbo1001001001005490.9%
Claude Haiku 5.5 (Reasoning, Medium)1001001001005490.7%
Thinking Machines Inkling (Reasoning)1001001001005090.1%
GPT-4o, Aug. 6th (temp=0)100100100737188.8%
Llama 3.1 70B1001001001004188.2%
Gemini 2.5 Flash100100100991582.8%
Cohere Command R+ (Aug. 2024)1001001001001082.1%
Mistral NeMO100100100693781.1%
Claude Opus 4.8 (Reasoning, Low)100100100100080.0%
ByteDance Seed 2.0 Lite100100100831279.0%
Claude Haiku 4.5100100100484778.8%
Claude Haiku 5.5 (Adaptive)10010075634376.2%
ByteDance Seed 2.0 Mini10010010020063.9%
Mistral Small 3.2 24B10094530049.4%
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%
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%
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%
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%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
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%
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%
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%
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%
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%
GPT-4o Mini (temp=0)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%
Hermes 3 70B100100100100100100.0%
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%
Claude Sonnet 41001001001009799.4%
ByteDance Seed 2.0 Mini1001001001009699.1%
Llama 3.1 70B1001001001009699.1%
DeepSeek V4 Flash (Reasoning)1001001001009599.0%
Claude Haiku 4.51001001001009598.9%
Mistral Large 4.0 (Reasoning)1001001001008396.7%
Claude Haiku 5.5 (Adaptive)1001001001008096.0%
DeepSeek V4 Flash 0731 (Reasoning, High)1001001001007895.6%
GPT-4.1 Nano1001001001006793.4%
Nemotron 3 Super1001001001006392.5%
Claude Sonnet 5 (Reasoning)1001001001004889.5%
Thinking Machines Inkling (Reasoning)1001001001001282.3%
DeepSeek V4 Pro (Reasoning)100100100100881.6%
Mistral Small 3.2 24B100100340046.9%

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%
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%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
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%
Mistral Large 4.0 (Reasoning)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%
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%
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%
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 Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
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%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
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%
GPT-6 Luna100100100100100100.0%
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-5.4 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-4o Mini (temp=1)100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=0)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%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
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 Opus 5 (Reasoning)1001001001009999.9%
Xiaomi MIMO v2.51001001001009899.5%
Claude Opus 4.51001001001009799.4%
Z.AI GLM 51001001001009398.7%
Hermes 3 70B1001001001009398.7%
Z.AI GLM 5.11001001001009298.4%
Kimi K3 (Reasoning, High)1001001001009298.4%
Claude Opus 4.61001001001009198.3%
Claude Sonnet 4.51001001001009098.0%
Kimi K3 (Reasoning, Low)1001001001008196.2%
Aion 3.0 Mini1001001001008196.2%
Claude Opus 51001001001007795.3%
Z.AI GLM 5.3 Flash (Reasoning, Max)1001001001007494.8%
Z.AI GLM 5.2 (Reasoning, High)100100100997494.7%
Xiaomi MIMO v2.6 Flash100100100957393.6%
Claude Sonnet 5.5 (Reasoning)1001001001006592.9%
Gemma 4 31B (Reasoning)100100100848092.9%
Claude Sonnet 41001001001006392.5%
Z.AI GLM 4.51001001001006392.5%
GPT-4.1 Nano1001001001006392.5%
Aion 3.5 Mini (Reasoning, High)1001001001006192.3%
WizardLM 2 8x22b1001001001005791.5%
MiniMax M2.51001001001004789.3%
Mistral Large 4.01001001001004388.6%
GPT-5 Nano100100100934788.0%
Qwen 2.5 72B100100100974287.8%
ByteDance Seed 1.61001001001002885.6%
Claude Opus 4.8 (Reasoning)1001001001002284.3%
Mistral NeMO1001001001002083.9%
Claude Sonnet 5100100100524379.0%
Laguna S 2.110010010093078.5%
ByteDance Seed 2.0 Lite10010010085077.1%
ByteDance Seed 2.0 Mini10010093514177.0%
Thinking Machines Inkling Small (Reasoning, High)10010077401967.1%
GPT-4o, Aug. 6th (temp=0)100100100201066.0%
Llama 3.1 70B1001008519060.8%
Mistral Small 3.2 24B10010000040.0%
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%
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%
Qwen 3.7 Max100100100100100100.0%
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%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)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%
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%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
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%
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%
o4 Mini High100100100100100100.0%
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%
Claude Sonnet 5100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
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%
GPT-5.6 Luna100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
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%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
GPT-6 Luna100100100100100100.0%
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 V3.2100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
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-5.4 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%
Mistral Small 3.2 24B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Small 4100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
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%
Mistral NeMO100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
Aion 3.5 (Reasoning, High)1001001001009999.9%
Xiaomi MIMO v2.51001001001009999.8%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100999899.3%
Z.AI GLM 4.51001001001009699.3%
Qwen 3.5 Plus (2026-02-15)1001001001009699.1%
Llama 3.1 70B1001001001009699.1%
Qwen 3.8 Flash (Reasoning)1001001001009599.0%
DeepSeek V4.1 Flash (Reasoning, High)1001001001009599.0%
Aion 3.01001001001009599.0%
Claude Sonnet 5.5 (Reasoning)1001001001009498.8%
GPT-5.4 Nano (Reasoning, Low)1001001001009498.8%
Cohere Command R+ (Aug. 2024)1001001001009498.8%
MiniMax M2.51001001001009398.5%
Gemini 3.1 Flash Lite1001001001009198.2%
DeepSeek V3.11001001001009198.2%
Qwen 3.6 Flash1001001001009098.1%
Claude Opus 51001001001009098.0%
Claude Opus 4.61001001001008797.5%
Gemma 4 31B1001001001008797.5%
Z.AI GLM 4.7 Flash1001001001008797.5%
Claude Opus 41001001001008697.3%
GPT-6 Sol (Reasoning, Medium)1001001001008697.2%
ByteDance Seed 2.0 Lite1001001001008296.5%
Claude Haiku 5.5 (Reasoning, Medium)1001001001008296.5%
Muse Spark 1.2 (Reasoning, Medium)1001001001008196.2%
Kimi K3 (Reasoning, Low)1001001001008095.9%
Z.AI GLM 5.3 Flash (Reasoning, Max)1001001001007895.6%
Claude Haiku 5.5 (Reasoning, Low)10010085 – – 95.1%
Claude Haiku 5.5 (Adaptive)1001001001007595.1%
Thinking Machines Inkling100100100968095.1%
Qwen 3.5 397B A17B1001001001007595.0%
Claude Opus 4.51001001001007594.9%
Cydonia 24B V4.11001001001007394.6%
Hermes 3 70B1001001001007394.6%
Claude Sonnet 4.6100100100878394.1%
GPT-4.1 Nano1001001001006793.4%
Z.AI GLM 5.3 (Reasoning, Max)100100100917392.9%
Nemotron 3 Super100100100867592.3%
Aion 3.0 Mini1001001001006092.1%
Nemotron 3 Nano100100100946591.8%
Aion 3.5 Mini (Reasoning, High)1001001001005691.3%
Laguna S 2.11001001001005490.7%
Laguna XS 2.11001001001005290.3%
Claude Opus 4.7 (Reasoning)1001001001004989.8%
Qwen 3.5 9B1001001001004388.6%
Claude Opus 4.8 (Reasoning)100100100883885.3%
GPT-4o Mini (temp=1)1001001001002284.3%
Claude Opus 4.71001001001001783.4%
Kimi K2.51001001001001583.0%
WizardLM 2 8x22b100100100635282.8%
Thinking Machines Inkling (Reasoning)100100100100080.0%
ByteDance Seed 2.0 Mini100100100100080.0%
Hermes 3 405B100100100100080.0%
Claude Opus 5 (Reasoning, Low)1009478605276.9%
MiniMax M2.710010066494371.6%
Claude Opus 5 (Reasoning)10010094292569.6%
Mistral Large 4.0 (Reasoning)10010010048069.5%
Claude Sonnet 5 (Reasoning, Low)10010010026065.2%
GPT-5 Nano1001008145065.1%
Xiaomi MIMO v2.6 Flash100969326062.9%
Claude Sonnet 5 (Reasoning)1001001000060.0%
ByteDance Seed 1.61001008315059.7%
Mistral Large 4.0100100920058.4%
Thinking Machines Inkling Small (Reasoning, High)10096170042.6%
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%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)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%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
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%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
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%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
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%
Claude Opus 4.5100100100100100100.0%
GPT-5.2100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
o4 Mini High100100100100100100.0%
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%
Z.AI GLM 4.7100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Low)100 – – – – 100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (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 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%
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 Flash100100100100100100.0%
Inception Mercury 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 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%
GPT-4o Mini (temp=0)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Small 4100100100100100100.0%
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%
Ministral 3 3B100100100100100100.0%
Mistral NeMO100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)10010010010010099.9%
Gemma 4 26B (Reasoning)1001001001009999.9%
Xiaomi MIMO v2.6 Pro1001001001009999.8%
Qwen 3.5 35B1001001001009999.8%
Mistral Large 21001001001009899.6%
Qwen 3.8 Flash (Reasoning)1001001001009699.2%
Gemini 3.1 Flash Lite (Reasoning)1001001001009699.1%
DeepSeek V4 Pro1001001001009699.1%
Qwen 3.5 122B1001001001009598.9%
Qwen 3.6 35B1001001001009598.9%
GPT-5.4 Mini1001001001009598.9%
Qwen 3.5 Plus (2026-02-15)1001001001009498.8%
Muse Spark 1.3 (Reasoning, Medium)1001001001009398.6%
Cohere Command R+ (Aug. 2024)1001001001009298.4%
Kimi K2.51001001001009198.2%
Gemma 4 31B (Reasoning)1001001001009198.2%
Qwen 3.5 Plus (2026-04-20)1001001001008797.5%
Ministral 3B1001001001008797.3%
Claude Opus 4.8 (Reasoning)1001001001008697.3%
Aion 3.01001001001008697.2%
Ministral 8B1001001001008396.7%
GPT-4o Mini (temp=1)100100100929196.5%
Gemma 3 4B1001001001008296.5%
Claude Opus 4.6 (Reasoning)1001001001008196.2%
Laguna XS 2.11001001001007795.5%
Muse Spark 1.1 (Reasoning, Medium)1001001001007795.3%
Claude Opus 5 (Reasoning)1001001001007795.3%
MiniMax M31001001001007695.2%
Thinking Machines Inkling (Reasoning)1001001001007194.3%
ByteDance Seed 2.0 Lite1001001001007194.3%
Hermes 3 70B1001001001006993.7%
ByteDance Seed 1.6100100100987093.6%
Claude Sonnet 4.6 (Reasoning)1001001001006693.3%
Gemini 3.7 Flash (Reasoning, Medium)1001001001006592.9%
MiniMax M2.5100100100947092.9%
Claude Opus 4.8 (Reasoning, Low)1001001001006392.5%
Laguna S 2.1100100100976191.7%
Qwen 3.8 27B (Reasoning, XHigh)1001001001005691.2%
Mistral Large 4.010010091887390.5%
Kimi K3 (Reasoning, Low)1001001001005090.1%
Gemini 3.1 Flash Lite (Preview)10010096826989.5%
Claude Sonnet 5 (Reasoning)100100100994388.4%
Claude Haiku 5.5 (Adaptive)100100100915088.1%
Claude Sonnet 4.6100100100964187.4%
Thinking Machines Inkling1001001001002484.8%
Z.AI GLM 5.3 (Reasoning, Max)100100100794384.4%
Nemotron 3 Super1001001001002084.0%
WizardLM 2 8x22b100100100863383.9%
Z.AI GLM 5.3 Flash (Reasoning, Low)1001001001001983.7%
GPT-5 Nano1009683736783.6%
Kimi K3 (Reasoning, High)100100100912483.0%
Claude Opus 4.6100100100862782.6%
Aion 3.5 Mini (Reasoning, High)100100100961381.8%
Z.AI GLM 510010091872981.6%
Nemotron 3 Nano10010085694880.3%
Mistral Small 3.2 24B100100100100080.0%
Llama 3.1 70B10010010091579.3%
Claude Haiku 4.510010010089077.8%
Mistral Large 4.0 (Reasoning)10010010067073.3%
ByteDance Seed 2.0 Mini10010010060072.1%
Aion 3.5 (Reasoning, High)100989764071.7%
Thinking Machines Inkling Small (Reasoning, High)1001008714060.2%
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%
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%
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%
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%
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%
Claude Opus 4.6100100100100100100.0%
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%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
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%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
GPT-5.2100100100100100100.0%
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%
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%
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%
Qwen 3.5 Flash100100100100100100.0%
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%
GPT-OSS 120B100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)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%
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-5.4 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-4o Mini (temp=1)100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=0)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%
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%
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%
Gemma 4 31B (Reasoning)1001001001009799.4%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100999699.0%
Z.AI GLM 4.51001001001009599.0%
Gemini 3.1 Flash Lite (Reasoning)1001001001009398.5%
Hy4 Preview (Reasoning, High)1001001001009198.2%
Kimi K3 (Reasoning, Low)1001001001008797.5%
ByteDance Seed 2.0 Lite100100100969197.3%
Mistral Large 4.0 (Reasoning)1001001001008697.3%
Grok 4.5 (Reasoning, High)1001001001008396.7%
Nemotron 3 Nano1001001001008396.7%
Gemini 3.5 Flash Lite (Reasoning)1001001001008196.2%
Gemini 3.5 Flash (Reasoning, Minimal)1001001001007995.8%
Z.AI GLM 5 Turbo1001001001007595.0%
Gemini 3 Flash (Preview)1001001001007595.0%
Claude Opus 51001001001007394.6%
Claude Haiku 4.51001001001005991.8%
GPT-4.1 Nano1001001001005691.1%
GPT-5 Nano100100100985690.8%
Z.AI GLM 5.11001001001004589.0%
Mistral Large 4.0100100100786688.8%
Claude Sonnet 51001001001004388.6%
Claude Sonnet 4.61001001001003887.7%
Laguna S 2.110010093826387.6%
Aion 3.5 Mini (Reasoning, High)1001001001003787.4%
Claude Haiku 5.5 (Adaptive)100100100716687.4%
Claude Opus 4.8 (Reasoning)100100100963085.1%
ByteDance Seed 1.61001001001002083.9%
Claude Sonnet 5 (Reasoning, Low)100100100615482.9%
Gemini 3.1 Flash Lite (Preview)10010099714082.0%
Llama 3.1 70B100100100100080.0%
ByteDance Seed 2.0 Mini10010010078075.6%
Hermes 3 70B10010010071074.3%
Mistral Small 3.2 24B10010091631573.7%
Claude Sonnet 5 (Reasoning)10010010048069.5%
Thinking Machines Inkling Small (Reasoning, High)1008264613869.2%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)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%
Kimi K3 (Reasoning, Low)100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
GPT-5.2100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
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%
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%
GPT-4o Mini (temp=1)100100100100100100.0%
GPT-4o Mini (temp=0)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%
Qwen 2.5 72B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 3B100100100100100100.0%
Claude Opus 5 (Reasoning, Low)1001001001009999.7%
GPT-6 Luna1001001001009799.5%
GPT-5 Nano1001001001009799.4%
Qwen 3.5 397B A17B1001001001009799.3%
Aion 3.5 Mini (Reasoning, High)1001001001009699.3%
GPT-5.4 (Reasoning, Low)1001001001009699.3%
MiniMax M2.51001001001009699.1%
Kimi K2.51001001001009599.0%
GPT-5.6 Luna1001001001009599.0%
GPT-5.4 Nano (Reasoning)1001001001009599.0%
Z.AI GLM 5 Turbo1001001001009398.6%
Claude Opus 4.8 (Reasoning)1001001001009398.5%
Grok 4.31001001001009398.5%
Qwen 3.5 Plus (2026-02-15)1001001001009298.4%
Gemma 4 26B100100100979498.3%
Inception Mercury 21001001001009198.2%
Claude Opus 4.51001001001009098.1%
DeepSeek V4 Flash (Reasoning)1001001001008997.8%
Qwen 3.6 35B1001001001008997.8%
DeepSeek V4 Pro (Reasoning)1001001001008997.7%
Claude Opus 4.6 (Reasoning)1001001001008897.6%
GPT-5.4 Mini (Reasoning, Low)1001001001008897.5%
Cydonia 24B V4.11001001001008797.5%
Mistral Large 4.0 (Reasoning)1001001001008597.1%
Z.AI GLM 4.61001001001008597.1%
Gemma 4 31B1001001001008496.9%
GPT-5.4 Nano (Reasoning, Low)1001001001008296.3%
Mistral Large 4.0100100100998095.8%
Thinking Machines Inkling (Reasoning)1001001001007995.8%
Muse Spark 1.3 (Reasoning, Medium)100100100987995.4%
Z.AI GLM 5.3 (Reasoning, Max)1001001001007795.3%
Z.AI GLM 4.51001001001007795.3%
Claude Opus 4.6100100100958195.3%
Muse Spark 1.2 (Reasoning, Medium)1001001001007494.8%
Claude Haiku 5.5 (Reasoning, Medium)1001001001007494.8%
Cohere Command R+ (Aug. 2024)1001001001007494.8%
DeepSeek V3 (2024-12-26)1001001001007394.6%
Grok 4.3 (Reasoning)1001001001007394.6%
Z.AI GLM 5.3 Flash (Reasoning, Low)1001001001007394.6%
Qwen 3.8 Max (Reasoning, XHigh)1001001001007194.3%
Gemini 3.5 Flash Lite (Reasoning, Minimal)1001001001007094.0%
GPT-5 Mini1001001001006893.6%
Grok 4.5 (Reasoning, High)1001001001006793.4%
Mistral Large 21001001001006693.1%
Gemini 3.1 Flash Lite100100100847892.4%
GPT-5.4 Mini100100100857792.3%
DeepSeek V4.1 Flash (Reasoning, High)1001001001006192.3%
Claude Opus 5 (Reasoning)100100100956591.9%
DeepSeek V4 Pro 0813 (Reasoning, High)1001001001005991.8%
ByteDance Seed 1.6 Flash100100100807891.8%
Xiaomi MIMO v2.6 Pro100100100807891.7%
Mistral NeMO1001001001005891.6%
Gemini 3.1 Pro (Preview)1001001001005791.5%
GPT-4.1 Nano1001001001005791.5%
GPT-5.4 Mini (Reasoning)100100100896691.0%
Xiaomi MIMO v2.5 Pro1001001001005591.0%
Z.AI GLM 4.7 Flash100100100847090.8%
Claude Sonnet 5 (Reasoning)100100100965790.6%
Laguna S 2.1100100100945689.8%
Llama 3.1 70B1001001001004889.5%
Claude Sonnet 41001001001004588.9%
GPT-4o, Aug. 6th (temp=1)100100100865788.7%
Z.AI GLM 5.2 (Reasoning, High)10010094915888.5%
Kimi K3 (Reasoning, High)100100100756788.3%
GPT-4o, Aug. 6th (temp=0)1001001001003887.7%
WizardLM 2 8x22b1001001001003687.2%
Claude Opus 4.7100100100973887.1%
Claude Sonnet 4.51001001001003186.1%
Nemotron 3 Nano100100100696085.8%
Claude Sonnet 4.6 (Reasoning)1001001001002685.3%
Gemini 3 Flash (Preview)10010080746984.6%
Claude Opus 5100100100724783.8%
Claude Sonnet 4.6100100100803883.6%
Z.AI GLM 5.110010087626282.1%
Claude Opus 4.8 (Reasoning, Low)100100100644682.1%
Gemini 3 Flash (Preview, Reasoning)100100100991282.1%
Gemini 3.1 Flash Lite (Reasoning)10010094882882.0%
MiniMax M31009895665181.9%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100742780.1%
Claude Haiku 4.5100100100100080.0%
Claude Haiku 5.5 (Adaptive)10010010087077.5%
Aion 3.5 (Reasoning, High)100100100434377.3%
Thinking Machines Inkling Small (Reasoning, High)10010010063072.7%
Hy4 Preview (Reasoning, High)1001008763070.1%
Claude Sonnet 5100100100201567.0%
Ministral 8B100987063066.3%
ByteDance Seed 1.610010083171362.8%
Ministral 3 14B1001006837060.9%
Ministral 3 8B1001007724060.0%
ByteDance Seed 2.0 Lite97878522058.3%
ByteDance Seed 2.0 Mini100100500050.1%
Mistral Small 3.2 24B8382718048.7%
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%
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%
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%
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%
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%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
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%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Kimi K2.5100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
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%
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%
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%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
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%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
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%
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%
Z.AI GLM 4.5 Air100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
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%
GPT-4o Mini (temp=0)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%
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%
Hermes 3 70B100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Mistral NeMO100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)1001001001009999.9%
Claude Opus 51001001001009999.9%
DeepSeek-V2 Chat1001001001009999.7%
Gemini 3.8 Flash (Reasoning, Medium)1001001001009899.6%
Z.AI GLM 51001001001009699.1%
Aion 3.5 (Reasoning, High)1001001001009398.7%
Kimi K2.61001001001009398.5%
DeepSeek V4 Pro (Reasoning)1001001001009298.4%
Mistral Medium 3.5 (Reasoning)1001001001009198.3%
Xiaomi MIMO v2.6 Pro1001001001009097.9%
MiniMax M2.51001001001008997.8%
Grok 4.5 (Reasoning, Low)1001001001008797.5%
Claude Opus 4.8 (Reasoning)1001001001008396.7%
Nemotron 3 Nano1001001001008096.0%
Aion 3.0 Mini1001001001007595.1%
MiniMax M31001001001007394.6%
GPT-4.1 Nano1001001001007394.6%
Gemma 4 26B (Reasoning)1001001001007194.3%
Claude Opus 4.7100100100897993.6%
Qwen 3.5 122B1001001001006592.9%
Hermes 3 405B1001001001006192.3%
Claude Sonnet 51001001001006192.2%
Z.AI GLM 4.51001001001005991.8%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100926190.6%
Claude Sonnet 5 (Reasoning)1001001001005089.9%
Mistral Large 4.0 (Reasoning)1001001001004889.5%
Ministral 3 3B1001001001004889.5%
Xiaomi MIMO v2.6 Flash10010094906088.9%
Claude Opus 4.7 (Reasoning)100100100894887.4%
Gemini 3.1 Flash Lite (Reasoning)100100100863784.6%
Thinking Machines Inkling (Reasoning)1001001001002084.0%
Claude Sonnet 4.6 (Reasoning)100100100743080.8%
Grok 4.3 (Reasoning)100100100100080.0%
Grok 4.20 (Reasoning)100100100100080.0%
GPT-4o, Aug. 6th (temp=0)100100100100080.0%
Llama 3.1 70B100100100100080.0%
Mistral Small 3.2 24B100100100100080.0%
Thinking Machines Inkling Small (Reasoning, High)100100100672077.5%
GPT-5 Nano10010010070975.8%
ByteDance Seed 2.0 Mini10010010033066.7%
Claude Sonnet 4.610010058351862.2%
ByteDance Seed 2.0 Lite1008931151550.0%
Claude Sonnet 5 (Reasoning, Low)100100410048.2%

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%
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%
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%
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%
GPT-5.6 Luna100100100100100100.0%
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%
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%
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 24B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
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%
Cohere Command R+ (Aug. 2024)100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Mistral NeMO100100100100100100.0%
Ministral 8B100100100100100100.0%
Hermes 3 405B1001001001009398.5%
Z.AI GLM 4.51001001001009198.2%
DeepSeek V4 Pro (Reasoning)100100100999097.7%
Gemini 3.1 Flash Lite1001001001008797.5%
Nemotron 3 Nano1001001001008697.3%
MiniMax M31001001001008496.9%
Claude Sonnet 5 (Reasoning)1001001001008396.7%
Claude Sonnet 4.51001001001008396.7%
Thinking Machines Inkling1001001001005991.8%
GPT-4o, Aug. 6th (temp=0)100100100777189.6%
Ministral 3B1001001001004589.1%
Laguna S 2.11001001001001382.6%
Llama 3.1 70B100100100742579.8%
ByteDance Seed 2.0 Lite10010099662878.4%
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%
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%
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%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
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%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
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%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)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%
Z.AI GLM 4.6100100100100100100.0%
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 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%
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-5.4 Nano (Reasoning)100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Small 3.2 24B100100100100100100.0%
GPT-4o Mini (temp=0)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%
Qwen 2.5 72B100100100100100100.0%
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%
Mistral NeMO100100100100100100.0%
Ministral 8B100100100100100100.0%
Gemini 2.5 Flash Lite1001001001009999.9%
Claude Opus 5 (Reasoning)1001001001009699.3%
Kimi K3 (Reasoning, Low)1001001001009599.0%
Ministral 3B1001001001009498.8%
MiniMax M31001001001009398.7%
DeepSeek V3 (2025-03-24)1001001001009198.2%
Z.AI GLM 5.3 (Reasoning, Max)1001001001009097.9%
Laguna S 2.11001001001008897.6%
Hy4 Preview (Reasoning, High)1001001001008697.2%
Claude Sonnet 41001001001008396.7%
Kimi K3 (Reasoning, High)1001001001008396.5%
Claude Sonnet 4.6 (Reasoning)1001001001008296.5%
Mistral Large 4.01001001001008296.3%
Nemotron 3 Super1001001001008095.9%
Grok 4.31001001001007895.6%
ByteDance Seed 1.61001001001007895.6%
Claude Sonnet 4.61001001001007795.3%
Claude Sonnet 5 (Reasoning)1001001001005490.7%
Claude Opus 4.8 (Reasoning, Low)1001001001005390.6%
Hermes 3 405B1001001001004889.5%
ByteDance Seed 2.0 Lite100100100100881.6%
Claude Sonnet 5100100100802079.9%
Llama 3.1 70B10010010097079.4%
Cydonia 24B V4.1100100100871079.4%
Nemotron 3 Nano1001009997079.3%
GPT-5 Nano100100100603278.3%
Claude Sonnet 5 (Reasoning, Low)10010010075075.1%
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%
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%
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%
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%
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 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%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (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%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
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%
Z.AI GLM 4.5 Air100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
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%
GPT-4o Mini (temp=0)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
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%
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%
DeepSeek-V2 Chat1001001001009999.9%
Claude Haiku 4.51001001001009999.9%
DeepSeek V3.11001001001009999.9%
Claude Opus 4.8 (Reasoning)1001001001009899.6%
Llama 3.1 70B1001001001009799.4%
Gemini 3.1 Flash Lite (Preview)1001001001009699.3%
Claude Opus 4.8 (Reasoning, Low)1001001001009599.0%
Laguna XS 2.11001001001008496.8%
GPT-5 Nano1001001001008496.8%
Hermes 3 405B1001001001007995.8%
Thinking Machines Inkling Small (Reasoning, High)1001001001007895.6%
DeepSeek V4 Flash 0731 (Reasoning, High)1001001001007795.3%
Claude Opus 4.61001001001007494.8%
Claude Sonnet 5 (Reasoning, Low)1001001001006693.1%
Hermes 3 70B1001001001005290.3%
Claude Sonnet 41001001001004288.3%
ByteDance Seed 2.0 Lite10010099785085.4%
Mistral Small 3.2 24B100100100100080.0%
ByteDance Seed 1.6100100100282269.9%
ByteDance Seed 2.0 Mini1001009924064.6%
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%
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%
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%
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%
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%
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%
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%
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%
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 24B100100100100100100.0%
GPT-4o Mini (temp=0)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%
Cohere Command R+ (Aug. 2024)100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Mistral NeMO100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
Claude Opus 5 (Reasoning)1001001001009699.3%
Llama 3.1 70B1001001001009498.8%
Laguna S 2.11001001001008797.5%
Kimi K3 (Reasoning, Low)1001001001008697.3%
Claude Sonnet 41001001001007795.3%
Z.AI GLM 4.51001001001007795.3%
Claude Sonnet 5 (Reasoning)1001001001007394.6%
Claude Haiku 4.5100100100827491.3%
Claude Sonnet 51001001001003085.9%
Nemotron 3 Super100100100100380.5%
ByteDance Seed 2.0 Lite10010074504273.2%
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%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
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%
Claude Opus 4.6100100100100100100.0%
Claude Opus 5 (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%
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%
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%
Z.AI GLM 5100100100100100100.0%
GPT-5.2100100100100100100.0%
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%
Qwen 3.6 35B100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Xiaomi MIMO v2.6 Flash100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
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%
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%
Z.AI GLM 4.5 Air100100100100100100.0%
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%
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%
GPT-4o Mini (temp=0)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%
GPT-5.4 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Mistral NeMO100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
Claude Opus 4.51001001001009899.5%
Hy4 Preview (Reasoning, High)1001001001009599.0%
Mistral Medium 3.5 (Reasoning)1001001001009598.9%
Cydonia 24B V4.11001001001009498.8%
Claude Sonnet 4.51001001001009398.7%
GPT-5.4 Mini (Reasoning, Low)1001001001009298.4%
Mistral Small 4 (Reasoning)1001001001009198.1%
Gemini 2.5 Flash1001001001009098.0%
GPT-4o Mini (temp=1)1001001001009098.0%
Claude Opus 4.8 (Reasoning, Low)1001001001008997.8%
Z.AI GLM 4.71001001001008997.7%
MiniMax M2.71001001001008997.7%
Kimi K3 (Reasoning, Low)1001001001008897.6%
Claude Opus 4.8 (Reasoning)1001001001008797.5%
Ministral 3 14B1001001001008797.3%
Mistral Medium 3.51001001001008697.3%
Aion 3.0 Mini1001001001008597.1%
MiniMax M2.51001001001008296.3%
Laguna S 2.11001001001008196.2%
Z.AI GLM 4.61001001001007595.0%
Mistral Large 4.0 (Reasoning)1001001001007494.8%
Kimi K2.51001001001007194.1%
Aion 3.5 (Reasoning, High)100100100976792.8%
Gemini 3.1 Flash Lite (Reasoning)100100100927192.6%
Gemini 3.1 Flash Lite (Preview)100100100887392.2%
Gemini 3.1 Flash Lite1001001001005991.8%
Claude Sonnet 5 (Reasoning)1001001001004889.5%
DeepSeek V4.1 Flash (Reasoning, High)1001001001004689.2%
Claude Haiku 5.5 (Adaptive)1001001001003687.2%
Claude Haiku 4.510010096904986.9%
Aion 3.5 Mini (Reasoning, High)100100100913685.4%
Hermes 3 405B1001001001001983.7%
Mistral Small 3.2 24B1001001001001382.7%
ByteDance Seed 2.0 Lite10010093813782.1%
Llama 3.1 70B100100100100480.8%
Cohere Command R+ (Aug. 2024)100100100100380.5%
Thinking Machines Inkling Small (Reasoning, High)100100100100080.0%
Claude Sonnet 510010069666379.4%
ByteDance Seed 1.610010010085077.1%
Ministral 3 8B100100100503276.3%
Claude Haiku 5.5 (Reasoning, Low)10026 – – – 62.9%
ByteDance Seed 2.0 Mini10010000040.0%
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%
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%
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 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)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%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)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%
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%
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%
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%
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%
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%
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%
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 24B100100100100100100.0%
GPT-4o Mini (temp=0)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%
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%
Muse Spark 1.3 (Reasoning, Medium)1001001001009999.7%
Claude Opus 4.8 (Reasoning)1001001001009899.6%
Claude Opus 5 (Reasoning, Low)1001001001009799.4%
Z.AI GLM 51001001001009699.1%
Z.AI GLM 4.51001001001009599.0%
DeepSeek-V2 Chat1001001001009498.8%
GPT-4o, Aug. 6th (temp=0)1001001001009398.7%
Thinking Machines Inkling (Reasoning)1001001001009198.2%
DeepSeek V4 Flash 0731 (Reasoning, High)1001001001008797.3%
Gemini 3.1 Flash Lite (Reasoning)1001001001008597.1%
Claude Sonnet 4.6 (Reasoning)1001001001008396.7%
Kimi K3 (Reasoning, Low)1001001001007194.1%
MiniMax M31001001001007194.1%
Claude Sonnet 4.51001001001006993.7%
Claude Sonnet 5 (Reasoning)1001001001005991.8%
Claude Opus 4.71001001001005991.8%
Claude Sonnet 4100100100847090.9%
ByteDance Seed 2.0 Mini1001001001005290.3%
Laguna S 2.11001001001004589.1%
Hermes 3 70B100100100944387.5%
ByteDance Seed 1.6100100100665985.0%
Gemini 2.5 Flash100100100100080.0%
Llama 3.1 70B10010010093078.5%
ByteDance Seed 2.0 Lite10010010082076.5%