Emotion telling (show vs. tell)

Test: Bad Writing Habits

Avg. Score
99.6%
Scenarios
18

Overall Performance

Rank ▲ Model Score Avg. Cost Avg. Time Stability
1Ministral 8B100.0%$0.000410.4s100%
2Ministral 3 14B100.0%$0.000711.7s100%
3Gemini 3.5 Flash Lite (Reasoning, Minimal)100.0%$0.00356.3s100%
4Gemini 3.5 Flash Lite (Reasoning)100.0%$0.00356.6s100%
5Gemini 3.1 Flash Lite (Preview)100.0%$0.00308.4s100%
6Gemini 3.1 Flash Lite100.0%$0.003012.1s100%
7Mistral Small 4100.0%$0.001418.2s100%
8Ministral 3 8B100.0%$0.000819.6s100%
9Gemini 3.1 Flash Lite (Reasoning)100.0%$0.003011.9s99%
10Gemma 3 4B99.9%$0.000220.0s99%
11ByteDance Seed 1.6 Flash100.0%$0.001327.3s100%
12Inception Mercury 299.9%$0.00327.0s98%
13GPT-5.4 Nano (Reasoning, Low)100.0%$0.005520.6s100%
14DeepSeek V4 Flash (Reasoning)100.0%$0.000731.1s100%
15DeepSeek V4 Flash100.0%$0.000631.6s100%
16Laguna S 2.199.9%$0.000522.1s99%
17Mistral Small 4 (Reasoning)100.0%$0.002230.2s100%
18Gemini 3 Flash (Preview)100.0%$0.007819.6s100%
19Mistral Large 3100.0%$0.003330.3s100%
20GPT-5.4 Nano (Reasoning)100.0%$0.006124.5s100%
21GPT-5.4 Nano100.0%$0.005726.3s100%
22Laguna XS 2.199.9%$0.000314.4s98%
23DeepSeek V4.1 Flash (Reasoning, High)100.0%$0.002935.4s100%
24DeepSeek V3 (2025-03-24)100.0%$0.001439.4s100%
25Xiaomi MIMO v2.5100.0%$0.005431.8s100%
26Gemini 3.7 Flash (Reasoning, Medium)100.0%$0.01218.2s100%
27Qwen 3.5 Plus (2026-02-15)100.0%$0.006031.5s100%
28Gemini 2.5 Flash Lite99.8%$0.00099.5s97%
29Muse Spark 1.1 (Reasoning, Minimal)100.0%$0.01219.2s100%
30Gemini 2.5 Flash (Reasoning)100.0%$0.01121.5s100%
31Grok 4.3100.0%$0.006930.5s100%
32Claude Haiku 4.5100.0%$0.01121.6s100%
33Writer: Palmyra X5100.0%$0.01122.0s100%
34GPT-5.6 Luna100.0%$0.01515.8s100%
35GPT-5.4 Mini (Reasoning, Low)100.0%$0.01516.8s100%
36Gemini 3.8 Flash (Reasoning, Medium)100.0%$0.01418.0s100%
37GPT-5.4 Mini100.0%$0.01516.8s100%
38Mistral Medium 3.1100.0%$0.004836.5s100%
39Gemini 3.5 Flash (Reasoning, Minimal)100.0%$0.01812.0s100%
40Gemini 3.6 Flash (Reasoning, Minimal)100.0%$0.01714.3s100%
41Z.AI GLM 5 Turbo100.0%$0.008133.2s100%
42Gemini 2.5 Flash Lite (Reasoning)99.9%$0.002830.8s99%
43Muse Glimmer 30B (Reasoning, Medium)100.0%$0.003843.4s100%
44Qwen 3.5 Flash100.0%$0.002547.5s100%
45GPT-5.6 Luna (Reasoning)100.0%$0.01718.0s100%
46Gemma 3 27B100.0%$0.000652.6s100%
47Muse Spark 1.1 (Reasoning, Medium)100.0%$0.01523.9s100%
48o4 Mini100.0%$0.01525.7s100%
49Mistral Large 2100.0%$0.01329.4s100%
50Gemma 4 26B100.0%$0.000955.1s100%
51Qwen 3.7 Flash (Reasoning)100.0%$0.001055.2s100%
52Qwen 3 32B100.0%$0.001554.6s100%
53GPT-4.1 Nano99.6%$0.000713.3s96%
54Qwen 3 235B A22B Instruct 2507100.0%$0.001159.2s100%
55Ministral 3 3B99.7%$0.000511.1s95%
56Gemma 3 12B99.9%$0.000441.3s98%
57Gemini 2.5 Flash99.8%$0.005210.6s96%
58DeepSeek-V2 Chat100.0%$0.002153.3s99%
59Qwen 3.6 Flash100.0%$0.01041.4s100%
60Grok 4.20100.0%$0.009345.7s100%
61Z.AI GLM 4.6100.0%$0.006551.5s100%
62Arcee AI: Trinity Mini99.5%$0.00039.2s95%
63Z.AI GLM 5.3 Flash (Reasoning, Low)100.0%$0.00051.1m100%
64Xiaomi MIMO v2.5 Pro100.0%$0.008553.5s100%
65Gemini 3 Flash (Preview, Reasoning)99.9%$0.01230.1s98%
66DeepSeek V3 (2024-12-26)99.9%$0.002154.6s99%
67GPT-5.4 Mini (Reasoning)100.0%$0.02228.1s100%
68Z.AI GLM 4.7 Flash100.0%$0.00171.2m100%
69MiniMax M2.7100.0%$0.00401.1m100%
70Muse Spark 1.2 (Reasoning, Medium)100.0%$0.01838.3s100%
71GPT-5 Mini100.0%$0.010057.4s100%
72Qwen 3.6 35B100.0%$0.00831.0m100%
73Aion 3.0 Mini100.0%$0.00531.2m100%
74GPT-4.1100.0%$0.01844.7s100%
75MiniMax M2.5100.0%$0.00341.3m100%
76Z.AI GLM 5.2 (Reasoning, High)100.0%$0.0111.0m100%
77Ministral 3B99.6%$0.00018.1s92%
78Qwen 3.5 9B100.0%$0.00111.4m100%
79Z.AI GLM 4.5 Air99.8%$0.002958.2s98%
80Z.AI GLM 4.599.8%$0.005142.1s97%
81DeepSeek V4 Pro100.0%$0.00481.3m100%
82Z.AI GLM 5100.0%$0.00841.2m100%
83Aion 2.0100.0%$0.00641.3m100%
84Claude Sonnet 5100.0%$0.02733.5s100%
85GPT-5 Nano100.0%$0.00421.4m100%
86Qwen 3.5 35B100.0%$0.0181.0m100%
87Claude Sonnet 5 (Reasoning)100.0%$0.03038.9s100%
88Grok 4.5 (Reasoning, Low)100.0%$0.0181.1m100%
89Claude Sonnet 5 (Reasoning, Low)100.0%$0.03138.4s100%
90Cydonia 24B V4.199.6%$0.001444.8s95%
91Claude Sonnet 4.6100.0%$0.03139.3s100%
92Z.AI GLM 4.7100.0%$0.0101.4m100%
93Aion 3.0100.0%$0.0241.0m100%
94Gemini 2.5 Pro100.0%$0.03636.2s100%
95Nemotron 3 Super99.8%$0.00001.4m98%
96DeepSeek V3.1100.0%$0.00201.8m100%
97Claude Sonnet 4100.0%$0.03243.7s100%
98DeepSeek V3.2100.0%$0.00141.9m100%
99Qwen 3.5 122B100.0%$0.0251.1m100%
100Z.AI GLM 5.1100.0%$0.0141.5m100%
101Thinking Machines Inkling99.9%$0.00751.5m98%
102Gemma 4 26B (Reasoning)100.0%$0.00132.0m100%
103Gemini 3.6 Flash (Reasoning)100.0%$0.04432.5s100%
104GPT-5.6 Terra (Reasoning)100.0%$0.04435.2s100%
105Kimi K3 (Reasoning, Low)100.0%$0.0281.1m100%
106o4 Mini High99.9%$0.02547.2s97%
107Grok 4.20 (Reasoning)100.0%$0.0181.5m100%
108Claude Sonnet 4.599.9%$0.03538.1s98%
109GPT-OSS 120B99.8%$0.00151.8m98%
110GPT-5.6 Terra100.0%$0.04636.9s100%
111Gemma 4 31B (Reasoning)100.0%$0.00142.2m100%
112Nemotron 3 Nano99.3%$0.00101.1m94%
113Qwen 3.5 27B100.0%$0.0201.6m100%
114GPT-4.1 Mini99.2%$0.002719.0s89%
115Qwen 3.5 Plus (2026-04-20)100.0%$0.0171.8m100%
116Gemma 4 31B99.8%$0.00101.6m96%
117Grok 4.5 (Reasoning, High)100.0%$0.0301.6m100%
118DeepSeek V4 Pro 0813 (Reasoning, High)100.0%$0.0251.8m100%
119Muse Spark 1.3 (Reasoning, Medium)100.0%$0.0251.8m100%
120DeepSeek V4 Flash 0731 (Reasoning, High)100.0%$0.00222.6m100%
121Thinking Machines Inkling Small (Reasoning, High)99.8%$0.00881.7m95%
122GPT-4o, Aug. 6th (temp=1)98.7%$0.01824.4s91%
123Grok 4.3 (Reasoning)100.0%$0.0212.3m100%
124Gemini 3.5 Flash (Reasoning)100.0%$0.07137.6s100%
125GPT-5.4100.0%$0.0491.4m100%
126Claude Opus 4.7 (Reasoning)100.0%$0.07632.0s100%
127Claude Opus 4.8 (Reasoning, Low)100.0%$0.07141.9s100%
128Claude Opus 4.8 (Reasoning)100.0%$0.07141.7s100%
129Claude Opus 4.799.9%$0.06930.4s98%
130Claude Sonnet 4.6 (Reasoning)100.0%$0.0601.2m100%
131GPT-5.4 (Reasoning, Low)100.0%$0.0551.4m100%
132Qwen 3.8 Flash (Reasoning)100.0%$0.00643.1m100%
133Claude Opus 4.5100.0%$0.07053.4s100%
134 Kimi K3 (Reasoning, High)100.0%$0.0441.8m100%
135MiniMax M3100.0%$0.00603.1m100%
136ByteDance Seed 1.699.7%$0.0132.5m97%
137GPT-5.2100.0%$0.0561.5m100%
138Qwen 3.5 397B A17B100.0%$0.0143.0m100%
139Qwen 3.6 27B99.9%$0.0252.3m98%
140DeepSeek V4 Pro (Reasoning)100.0%$0.0153.1m100%
141GPT-5.1100.0%$0.0541.8m100%
142Claude Opus 5100.0%$0.08250.1s100%
143Kimi K2.5100.0%$0.0193.2m100%
144Claude Opus 4.6100.0%$0.0781.2m100%
145Grok 4.6 (Reasoning, High)100.0%$0.0422.5m100%
146GPT-4o Mini (temp=1)97.2%$0.001234.8s86%
147Claude Opus 5 (Reasoning, Low)100.0%$0.0971.0m100%
148Claude Opus 4.6 (Reasoning)100.0%$0.0881.4m100%
149Claude Opus 5 (Reasoning)100.0%$0.0981.0m100%
150ByteDance Seed 2.0 Lite98.9%$0.0122.2m89%
151Hermes 3 405B98.0%$0.003253.2s81%
152Qwen 3.7 Max100.0%$0.0682.3m100%
153GPT-5.6 Sol100.0%$0.1051.2m100%
154GPT-5.6 Sol (Reasoning)100.0%$0.1081.2m100%
155Qwen 2.5 72B95.9%$0.001036.7s83%
156GPT-5100.0%$0.0652.8m100%
157Qwen 3.6 Max Preview100.0%$0.0503.5m100%
158Gemini 3.1 Pro (Preview)100.0%$0.1071.8m100%
159ByteDance Seed 2.0 Mini99.8%$0.00454.9m97%
160GPT-5.4 (Reasoning)100.0%$0.0892.6m100%
161Hy4 Preview (Reasoning, High)100.0%$0.0404.4m100%
162Hermes 3 70B96.4%$0.00101.2m80%
163Thinking Machines Inkling (Reasoning)100.0%$0.0255.1m100%
164Qwen 3.8 27B (Reasoning, XHigh)100.0%$0.0404.7m100%
165WizardLM 2 8x22b97.8%$0.00261.8m77%
166GPT-5.5100.0%$0.1391.7m100%
167GPT-5.5 (Reasoning, Low)100.0%$0.1391.8m100%
168Z.AI GLM 5.3 Flash (Reasoning, Max)100.0%$0.00316.5m100%
169Cohere Command R+ (Aug. 2024)95.5%$0.02052.5s80%
170GPT-5.5 (Reasoning)100.0%$0.1421.8m100%
171GPT-4o Mini (temp=0)93.6%$0.001234.8s74%
172Mistral NeMO93.3%$0.000510.1s71%
173Kimi K2.6100.0%$0.0586.5m100%
174Claude Opus 4100.0%$0.2091.4m100%
175Qwen 3.8 Max (Reasoning, XHigh)100.0%$0.0835.9m100%
176Z.AI GLM 5.3 (Reasoning, Max)100.0%$0.0667.3m100%
177GPT-4o, Aug. 6th (temp=0)91.1%$0.02322.7s60%
178Llama 3.1 70B86.8%$0.001529.4s49%
179Mistral Small 3.2 24B85.9%$0.00685.6m47%
99.56%

Individual Scenarios

Detailed Writing Rules

Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning)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-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)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%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning)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%
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%
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)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%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
GPT-5.2100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
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%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
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%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
Grok 4.20100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
Cydonia 24B V4.1100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
Xiaomi MIMO v2.510010010010010099.9%
Gemma 4 31B1001001001009999.9%
GPT-OSS 120B1001001001009799.4%
ByteDance Seed 1.61001001001009699.3%
GPT-4.1 Nano1001001001009598.9%
GPT-4.1 Mini1001001001009398.7%
Thinking Machines Inkling Small (Reasoning, High)1001001001007895.6%
GPT-4o Mini (temp=1)10010095919095.2%
GPT-4o, Aug. 6th (temp=1)100100100878093.3%
Hermes 3 405B1001001001005791.3%
GPT-4o Mini (temp=0)10010096857491.2%
Qwen 2.5 72B10010088825584.9%
Mistral NeMO100100100616184.4%
Hermes 3 70B100100100744283.2%
Cohere Command R+ (Aug. 2024)1008880635878.0%
Llama 3.1 70B10010010040067.9%
GPT-4o, Aug. 6th (temp=0)1008367463165.3%
Mistral Small 3.2 24B1007164602964.9%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning)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-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)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%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning)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%
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%
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)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%
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%
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%
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%
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%
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%
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%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
Grok 4.20100100100100100100.0%
Hermes 3 405B100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
Cydonia 24B V4.1100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
GPT-4o Mini (temp=1)1001001001009999.8%
GPT-4o Mini (temp=0)1001001001009498.8%
Cohere Command R+ (Aug. 2024)1001001001009298.4%
Llama 3.1 70B100100100975490.2%
Mistral NeMO1001001001004789.3%
Mistral Small 3.2 24B100100100612276.6%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning)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-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)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%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning)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%
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%
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)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%
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%
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%
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%
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%
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%
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%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
Grok 4.20100100100100100100.0%
Hermes 3 405B100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
Cydonia 24B V4.1100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
ByteDance Seed 2.0 Mini1001001001009999.9%
GPT-4o Mini (temp=1)1001001001009999.7%
GPT-OSS 120B1001001001009699.2%
Ministral 3 3B1001001001009298.5%
GPT-4o Mini (temp=0)1001001001008997.8%
Cohere Command R+ (Aug. 2024)1001001001008396.7%
Gemini 2.5 Flash1001001001008096.0%
Mistral NeMO1009994877891.4%
GPT-4o, Aug. 6th (temp=0)10010095847590.8%
Llama 3.1 70B100100100675784.8%
Mistral Small 3.2 24B1001009487076.2%