Overuse of "that" (subordinate clause padding)

Test: Bad Writing Habits

Avg. Score
98.4%
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%
4Stealth: Healer Alpha100.0%$0.000023.7s100%
5Inception Mercury 299.9%$0.00327.0s98%
6Mistral Small Creative99.8%$0.00079.1s97%
7LFM2 24B100.0%$0.000228.4s100%
8GPT-4.1 Mini99.9%$0.002719.0s99%
9DeepSeek V4 Flash100.0%$0.000631.6s100%
10Gemini 2.5 Flash Lite (Reasoning)100.0%$0.002830.8s100%
11Mistral Large 3100.0%$0.003330.3s100%
12GPT-5.4 Nano100.0%$0.005726.3s100%
13GPT-4o Mini (temp=0)100.0%$0.001234.8s100%
14Gemma 3 12B100.0%$0.000441.3s100%
15GPT-5.4 Nano (Reasoning)99.9%$0.006124.5s99%
16Gemma 3 4B99.8%$0.000220.0s96%
17Grok 4.1 Fast100.0%$0.001837.8s100%
18Writer: Palmyra X5100.0%$0.01122.0s100%
19Xiaomi MIMO v2.5100.0%$0.005431.8s99%
20Mistral Medium 3.1100.0%$0.004836.5s100%
21Mistral Small 4 (Reasoning)99.9%$0.002230.2s98%
22DeepSeek V4 Flash (Reasoning)99.8%$0.000731.1s98%
23Grok 4.20 (Beta)100.0%$0.01815.8s100%
24Gemini 2.5 Flash (Reasoning)99.9%$0.01121.5s99%
25Qwen 3.5 Flash100.0%$0.002547.5s100%
26o4 Mini100.0%$0.01525.7s100%
27Gemma 3 27B100.0%$0.000652.6s100%
28Grok 4 Fast99.7%$0.001724.1s96%
29GPT-5.4 Nano (Reasoning, Low)99.7%$0.005520.6s96%
30Mistral Large100.0%$0.01430.9s100%
31DeepSeek V3 (2025-03-24)99.8%$0.001439.4s98%
32Qwen 3 32B100.0%$0.001554.6s100%
33Qwen 3.5 Plus (2026-02-15)99.8%$0.006031.5s98%
34Qwen3 235B A22B Instruct 2507100.0%$0.001159.2s100%
35Grok 4.20100.0%$0.009345.7s100%
36Z.AI GLM 4.5 Air100.0%$0.002958.2s100%
37GPT-5.4 Mini (Reasoning, Low)99.7%$0.01516.8s97%
38DeepSeek-V2 Chat99.9%$0.002153.3s99%
39Gemma 4 26B99.9%$0.000955.1s99%
40ByteDance Seed 1.6 Flash99.5%$0.001327.3s94%
41Gemini 3.5 Flash (Reasoning, Minimal)99.8%$0.01812.0s96%
42Qwen 3.6 Flash99.9%$0.01041.4s98%
43Grok 4.399.7%$0.006930.5s95%
44Ministral 3 3B99.4%$0.000511.1s89%
45GPT-4.1100.0%$0.01844.7s100%
46Ministral 3B99.2%$0.00018.1s88%
47GPT-5.4 Mini99.5%$0.01516.8s94%
48Aion 2.0100.0%$0.00641.3m100%
49Gemini 3.1 Flash Lite98.9%$0.003012.1s89%
50DeepSeek V4 Pro100.0%$0.00481.3m99%
51DeepSeek V3 (2024-12-26)99.7%$0.002154.6s94%
52Qwen 3.6 35B99.8%$0.00831.0m97%
53o4 Mini High100.0%$0.02547.2s100%
54Qwen 3.5 35B100.0%$0.0181.0m100%
55Mistral Large 299.6%$0.01329.4s93%
56GPT-4o, May 13th (temp=1)99.8%$0.03314.4s96%
57Z.AI GLM 4.699.6%$0.006551.5s94%
58Gemini 2.5 Pro100.0%$0.03636.2s100%
59Gemini 3 Flash (Preview)98.9%$0.007819.6s89%
60GPT-OSS 120B100.0%$0.00151.8m100%
61DeepSeek V3.2100.0%$0.00141.9m100%
62GPT-5.4 Mini (Reasoning)99.5%$0.02228.1s93%
63GPT-4o, Aug. 6th (temp=1)99.4%$0.01824.4s91%
64GPT-5 Mini99.6%$0.010057.4s93%
65Stealth: Hunter Alpha99.4%$0.000055.0s89%
66Z.AI GLM 5 Turbo99.1%$0.008133.2s89%
67Z.AI GLM 4.799.9%$0.0101.4m98%
68Claude 3.7 Sonnet100.0%$0.04246.7s100%
69Z.AI GLM 4.7 Flash99.3%$0.00171.2m92%
70DeepSeek V3.199.9%$0.00201.8m98%
71Gemma 4 31B99.7%$0.00101.6m96%
72Qwen 3.5 27B100.0%$0.0201.6m100%
73Qwen 2.5 72B98.8%$0.001036.7s84%
74GPT-4o Mini (temp=1)98.8%$0.001234.8s83%
75Z.AI GLM 4.598.4%$0.005142.1s87%
76Xiaomi MIMO v2.5 Pro99.0%$0.008553.5s87%
77GPT-4.1 Nano97.4%$0.000713.3s81%
78Gemini 3.1 Flash Lite (Preview)97.4%$0.00308.4s81%
79Qwen 3.5 9B99.4%$0.00111.4m88%
80Gemini 3 Pro (Preview)100.0%$0.05554.4s100%
81Qwen 3.5 Plus (2026-04-20)99.9%$0.0171.8m97%
82Gemma 4 26B (Reasoning)99.7%$0.00132.0m94%
83Grok 4.20 (Beta, Reasoning)99.5%$0.03934.0s90%
84Gemini 3 Flash (Preview, Reasoning)99.0%$0.01230.1s81%
85Ministral 8B97.9%$0.000410.4s77%
86Qwen 3.5 122B99.3%$0.0251.1m91%
87Gemini 3.1 Flash Lite (Reasoning)97.4%$0.003011.9s79%
88Gemini 3.5 Flash (Reasoning)100.0%$0.07137.6s100%
89Gemma 4 31B (Reasoning)99.5%$0.00142.2m94%
90GPT-5.4100.0%$0.0491.4m100%
91MiniMax M2.598.4%$0.00341.3m86%
92Ministral 3 14B97.7%$0.000711.7s74%
93Z.AI GLM 598.8%$0.00841.2m85%
94Qwen 3.6 27B100.0%$0.0252.3m100%
95GPT-5.4 (Reasoning, Low)100.0%$0.0551.4m99%
96Grok 4100.0%$0.0481.7m100%
97MiniMax M2.798.3%$0.00401.1m83%
98GPT-5.2100.0%$0.0561.5m100%
99Gemini 2.5 Flash97.8%$0.005210.6s73%
100Llama 3.1 Nemotron 70B97.1%$0.003831.7s78%
101GPT-5.1100.0%$0.0541.8m100%
102Stealth: Aurora Alpha97.4%$0.00009.8s70%
103Claude Sonnet 4.598.5%$0.03538.1s84%
104Claude 3 Haiku96.1%$0.002514.9s75%
105Z.AI GLM 5.198.3%$0.0141.5m84%
106Mistral NeMO96.4%$0.000510.1s69%
107Qwen 3.5 397B A17B99.7%$0.0143.0m95%
108Claude Opus 4.599.1%$0.07053.4s90%
109Ministral 3 8B96.2%$0.000819.6s68%
110Grok 4.20 (Reasoning)98.7%$0.0181.5m79%
111Claude Sonnet 497.3%$0.03243.7s80%
112Arcee AI: Trinity Large (Preview)96.3%$0.000043.6s70%
113Qwen3.7 Max100.0%$0.0682.3m100%
114Hermes 3 405B96.7%$0.003253.2s70%
115Claude 3.5 Sonnet98.0%$0.04835.5s78%
116Claude Opus 4.7 (Reasoning)98.7%$0.07632.0s85%
117Claude Opus 4.6 (Reasoning)99.7%$0.0881.4m95%
118Nemotron 3 Nano96.0%$0.00101.1m72%
119Nemotron 3 Super97.0%$0.00001.4m72%
120Cohere Command R+ (Aug. 2024)97.1%$0.02052.5s72%
121WizardLM 2 8x22b97.0%$0.00261.8m76%
122GPT-5100.0%$0.0652.8m100%
123Qwen3.6 Max Preview100.0%$0.0503.5m100%
124GPT-5.4 (Reasoning)100.0%$0.0892.6m100%
125Claude Opus 4.797.4%$0.06930.4s76%
126GPT-4o, May 13th (temp=0)95.8%$0.03514.1s66%
127Hermes 3 70B95.3%$0.00101.2m66%
128GPT-4o, Aug. 6th (temp=0)95.0%$0.02322.7s64%
129Grok 4.3 (Reasoning)98.0%$0.0212.3m76%
130Claude Opus 4.698.1%$0.0781.2m83%
131DeepSeek V4 Pro (Reasoning)98.6%$0.0153.1m80%
132Claude Haiku 4.593.9%$0.01121.6s63%
133Rocinante 12B94.2%$0.001438.4s61%
134MoonshotAI: Kimi K2.598.6%$0.0193.2m81%
135Claude Sonnet 4.694.5%$0.03139.3s67%
136Gemini 3.1 Pro (Preview)99.5%$0.1071.8m91%
137GPT-5.5100.0%$0.1391.7m100%
138GPT-5.5 (Reasoning, Low)100.0%$0.1391.8m100%
139GPT-5.5 (Reasoning)100.0%$0.1421.8m100%
140Claude Sonnet 4.6 (Reasoning)96.2%$0.0601.2m74%
141GPT-5 Nano92.4%$0.00421.4m61%
142Llama 3.1 8B92.6%$0.00031.3m57%
143Inception Mercury92.2%$0.01117.6s51%
144Claude Opus 499.8%$0.2091.4m97%
145MoonshotAI: Kimi K2.699.9%$0.0586.5m98%
146Llama 3.1 70B84.8%$0.001529.4s36%
147ByteDance Seed 1.688.5%$0.0132.5m47%
148ByteDance Seed 2.0 Lite81.4%$0.0122.2m35%
149ByteDance Seed 2.0 Mini79.8%$0.00454.9m28%
150Mistral Small 3.2 24B78.0%$0.00695.7m23%
98.37%

Individual Scenarios

Detailed Writing Rules

Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen3.7 Max100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Qwen3.6 Max Preview100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
MoonshotAI: Kimi K2.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
o4 Mini100100100100100100.0%
Grok 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Claude Opus 4100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Grok 4 Fast100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Gemma 4 26B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
GPT-5.4100100100100100100.0%
Claude 3.5 Sonnet100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
Inception Mercury 2100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100.0%
Stealth: Aurora Alpha100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Hermes 3 405B100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
Mistral Large 2100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Grok 4.20100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Inception Mercury100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
Grok 4.3100100100100100100.0%
Gemma 3 12B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Mistral Small 4100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
Arcee AI: Trinity Large (Preview)100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Mistral Small Creative100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Ministral 3 14B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Claude 3 Haiku100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Llama 3.1 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
Arcee AI: Trinity Mini1001001001009799.4%
Llama 3.1 Nemotron 70B1001001001008196.2%
Cohere Command R+ (Aug. 2024)1001001001007595.1%
Llama 3.1 70B100100100100080.0%
Mistral NeMO100100100100080.0%
Mistral Small 3.2 24B100100480049.5%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen3.7 Max100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Qwen3.6 Max Preview100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.1100100100100100100.0%
MoonshotAI: Kimi K2.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
o4 Mini100100100100100100.0%
Grok 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Claude Opus 4100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Grok 4 Fast100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Gemma 4 26B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
GPT-5.4100100100100100100.0%
Claude 3.5 Sonnet100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
Inception Mercury 2100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100.0%
Stealth: Aurora Alpha100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Hermes 3 405B100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Grok 4.20100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
Grok 4.3100100100100100100.0%
Gemma 3 12B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Mistral Small 4100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
Arcee AI: Trinity Large (Preview)100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Mistral Small Creative100100100100100100.0%
Ministral 3 14B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Ministral 3 8B100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
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%
LFM2 24B100100100100100100.0%
Grok 4.1 Fast1001001001009999.7%
Mistral Large 21001001001009999.7%
Gemini 2.5 Flash (Reasoning)1001001001009598.9%
Grok 4.20 (Reasoning)1001001001009398.6%
Mistral NeMO1001001001009298.4%
Claude Opus 4.61001001001009098.1%
Llama 3.1 Nemotron 70B1001001001008797.5%
Claude Haiku 4.51001001001008797.3%
Claude Sonnet 4.6 (Reasoning)1001001001007595.0%
GPT-5 Nano100100100987093.6%
Claude Sonnet 4.61001001001006092.1%
Rocinante 12B1001001001005691.3%
Claude 3 Haiku100100100965790.6%
Qwen 2.5 72B1001001001005390.6%
Grok 4.3 (Reasoning)1001001001005089.9%
ByteDance Seed 2.0 Mini1001001001005089.9%
Llama 3.1 70B100100100795686.9%
GPT-4o, May 13th (temp=0)100100100100080.0%
Mistral Small 3.2 24B100100100100080.0%
Inception Mercury100100100494679.0%
Hermes 3 70B10010010083076.7%
Llama 3.1 8B1001001000060.0%
ByteDance Seed 2.0 Lite10010000040.0%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen3.7 Max100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Qwen3.6 Max Preview100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
MoonshotAI: Kimi K2.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
o4 Mini100100100100100100.0%
Grok 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Claude Opus 4100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Grok 4 Fast100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Gemma 4 26B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
GPT-5.4100100100100100100.0%
Claude 3.5 Sonnet100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Stealth: Aurora Alpha100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Hermes 3 405B100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
Mistral Large 2100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Grok 4.20100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Inception Mercury100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
Grok 4.3100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Llama 3.1 70B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Mistral Small 4100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
Llama 3.1 Nemotron 70B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
Arcee AI: Trinity Large (Preview)100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Mistral Small Creative100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Ministral 3 14B100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
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%
LFM2 24B100100100100100100.0%
ByteDance Seed 2.0 Lite1001001001009999.7%
GPT-4o, May 13th (temp=1)1001001001009999.7%
Llama 3.1 8B1001001001009799.4%
DeepSeek V3 (2025-03-24)1001001001009398.7%
ByteDance Seed 2.0 Mini1001001001008897.6%
GPT-4.1 Nano1001001001008396.7%
Qwen 3.5 122B1001001001007995.8%
Claude 3 Haiku1001001001007995.8%
Ministral 3 8B1001001001007895.7%
Mistral Small 3.2 24B1001001001006593.0%
Claude Opus 4.51001001001006392.6%
GPT-5 Nano1001001001006092.0%
Xiaomi MIMO v2.5 Pro1001001001005791.5%
Claude Haiku 4.51001001001004088.0%
Rocinante 12B100100100825086.5%
ByteDance Seed 1.61001001001003186.1%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen3.7 Max100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Qwen3.6 Max Preview100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
MoonshotAI: Kimi K2.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
o4 Mini100100100100100100.0%
Grok 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Claude Opus 4100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Grok 4 Fast100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Gemma 4 26B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
GPT-5.4100100100100100100.0%
Claude 3.5 Sonnet100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
Inception Mercury 2100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100.0%
Stealth: Aurora Alpha100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Hermes 3 405B100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
Mistral Large 2100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Grok 4.20100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
Grok 4.3100100100100100100.0%
Mistral Small 3.2 24B100100100100100100.0%
Gemma 3 12B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Mistral Small 4100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
Llama 3.1 Nemotron 70B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
Arcee AI: Trinity Large (Preview)100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Mistral Small Creative100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Ministral 3 14B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Claude 3 Haiku100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Mistral NeMO100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
Cohere Command R+ (Aug. 2024)1001001001009398.5%
ByteDance Seed 2.0 Lite100100100978596.5%
Gemini 3.1 Flash Lite (Preview)1001001001005490.9%
Claude Sonnet 4.6 (Reasoning)1001001001004989.7%
Inception Mercury100100100100080.0%
Llama 3.1 8B100100100100080.0%
ByteDance Seed 2.0 Mini1001009748069.0%
Llama 3.1 70B10010010025866.6%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen3.7 Max100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Qwen3.6 Max Preview100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
MoonshotAI: Kimi K2.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
o4 Mini100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Claude Opus 4100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Grok 4 Fast100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Gemma 4 26B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
GPT-5.4100100100100100100.0%
Claude 3.5 Sonnet100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Stealth: Aurora Alpha100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Hermes 3 405B100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
Mistral Large 2100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Grok 4.20100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Inception Mercury100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
Grok 4.3100100100100100100.0%
Gemma 3 12B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Mistral Small 4100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
Llama 3.1 Nemotron 70B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
Arcee AI: Trinity Large (Preview)100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Mistral Small Creative100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Ministral 3 14B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Ministral 3 8B100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
LFM2 24B100100100100100100.0%
Grok 41001001001009999.9%
GPT-5.4 Mini (Reasoning, Low)1001001001009899.5%
Claude Sonnet 4.61001001001009699.3%
Grok 4.20 (Reasoning)1001001001009498.8%
GPT-4.1 Mini1001001001009498.8%
Llama 3.1 8B1001001001008997.8%
MiniMax M2.51001001001008897.5%
Claude Opus 4.71001001001008797.5%
GPT-4o, May 13th (temp=1)1001001001008196.2%
Claude Sonnet 4.6 (Reasoning)1001001001007194.3%
ByteDance Seed 1.61001001001006993.7%
Rocinante 12B100100100887793.0%
Grok 4.20 (Beta, Reasoning)1001001001005590.9%
Z.AI GLM 5 Turbo1001001001005490.9%
GPT-4o, Aug. 6th (temp=0)100100100737188.8%
Claude 3 Haiku100100100835988.5%
Llama 3.1 70B1001001001004188.2%
Gemini 2.5 Flash100100100991582.8%
Cohere Command R+ (Aug. 2024)1001001001001082.1%
Mistral NeMO100100100693781.1%
ByteDance Seed 2.0 Lite100100100831279.0%
Claude Haiku 4.5100100100484778.8%
ByteDance Seed 2.0 Mini10010010020063.9%
Mistral Small 3.2 24B10094530049.4%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen3.7 Max100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Qwen3.6 Max Preview100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
MoonshotAI: Kimi K2.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
o4 Mini100100100100100100.0%
Grok 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Claude Opus 4100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Grok 4 Fast100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Gemma 4 26B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100.0%
GPT-5.4100100100100100100.0%
Claude 3.5 Sonnet100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
Inception Mercury 2100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100.0%
Stealth: Aurora Alpha100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Hermes 3 405B100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
Mistral Large 2100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Grok 4.20100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Inception Mercury100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
Grok 4.3100100100100100100.0%
Gemma 3 12B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Mistral Small 4100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
Arcee AI: Trinity Large (Preview)100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Mistral Small Creative100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Claude 3 Haiku100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
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%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
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%
Llama 3.1 Nemotron 70B1001001001008597.1%
GPT-4.1 Nano1001001001006793.4%
Nemotron 3 Super1001001001006392.5%
Llama 3.1 8B1001001001005691.1%
DeepSeek V4 Pro (Reasoning)100100100100881.6%
Mistral Small 3.2 24B100100340046.9%

genre

Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen3.7 Max100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Qwen3.6 Max Preview100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.1100100100100100100.0%
MoonshotAI: Kimi K2.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
o4 Mini100100100100100100.0%
Grok 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Claude Opus 4100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Grok 4 Fast100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Gemma 4 26B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
GPT-5.4100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
Inception Mercury 2100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100.0%
Stealth: Aurora Alpha100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Hermes 3 405B100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
Mistral Large 2100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Grok 4.20100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Inception Mercury100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
Grok 4.3100100100100100100.0%
Gemma 3 12B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Mistral Small 4100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
Arcee AI: Trinity Large (Preview)100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Claude 3 Haiku100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Llama 3.1 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
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%
Claude Opus 4.61001001001009198.3%
Claude Sonnet 4.51001001001009098.0%
Mistral Small Creative1001001001008597.1%
Llama 3.1 Nemotron 70B1001001001008396.7%
Gemma 4 31B (Reasoning)100100100848092.9%
Claude Sonnet 41001001001006392.5%
Z.AI GLM 4.51001001001006392.5%
GPT-4.1 Nano1001001001006392.5%
WizardLM 2 8x22b1001001001005791.5%
Claude 3.5 Sonnet100100100966191.3%
MiniMax M2.51001001001004789.3%
GPT-5 Nano100100100934788.0%
Qwen 2.5 72B100100100974287.8%
ByteDance Seed 1.61001001001002885.6%
Mistral NeMO1001001001002083.9%
ByteDance Seed 2.0 Lite10010010085077.1%
ByteDance Seed 2.0 Mini10010093514177.0%
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 ▼
Qwen3.7 Max100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Qwen3.6 Max Preview100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.1100100100100100100.0%
MoonshotAI: Kimi K2.6100100100100100100.0%
GPT-5100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
o4 Mini100100100100100100.0%
Grok 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Grok 4 Fast100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
GPT-5.4100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
Inception Mercury 2100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100.0%
Stealth: Aurora Alpha100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
Mistral Large 2100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Grok 4.20100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Grok 4.3100100100100100100.0%
Mistral Small 3.2 24B100100100100100100.0%
Gemma 3 12B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Mistral Small Creative100100100100100100.0%
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%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
Xiaomi MIMO v2.51001001001009999.8%
Z.AI GLM 4.51001001001009699.3%
Llama 3.1 70B1001001001009699.1%
Qwen 3.5 Plus (2026-02-15)1001001001009699.1%
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 4.61001001001008797.5%
Gemma 4 31B1001001001008797.5%
Z.AI GLM 4.7 Flash1001001001008797.5%
Claude Opus 41001001001008697.3%
Llama 3.1 Nemotron 70B1001001001008597.1%
ByteDance Seed 2.0 Lite1001001001008296.5%
Qwen 3.5 397B A17B1001001001007595.0%
Claude Opus 4.51001001001007594.9%
Hermes 3 70B1001001001007394.6%
Claude Sonnet 4.6100100100878394.1%
GPT-4.1 Nano1001001001006793.4%
Nemotron 3 Super100100100867592.3%
Claude 3 Haiku1001001001006192.2%
Nemotron 3 Nano100100100946591.8%
Claude 3.5 Sonnet1001001001005691.1%
Claude Opus 4.7 (Reasoning)1001001001004989.8%
Qwen 3.5 9B1001001001004388.6%
Arcee AI: Trinity Large (Preview)1001001001004188.2%
GPT-4o Mini (temp=1)1001001001002284.3%
Claude Opus 4.71001001001001783.4%
MoonshotAI: Kimi K2.51001001001001583.0%
WizardLM 2 8x22b100100100635282.8%
ByteDance Seed 2.0 Mini100100100100080.0%
Hermes 3 405B100100100100080.0%
Llama 3.1 8B100100100612276.5%
GPT-4o, May 13th (temp=0)10010068524572.9%
MiniMax M2.710010066494371.6%
GPT-5 Nano1001008145065.1%
ByteDance Seed 1.61001008315059.7%
Inception Mercury1001006517056.4%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen3.7 Max100100100100100100.0%
Qwen3.6 Max Preview100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.1100100100100100100.0%
MoonshotAI: Kimi K2.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
GPT-5.5100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
o4 Mini100100100100100100.0%
Grok 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Claude Opus 4100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Gemma 4 26B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
GPT-5.4100100100100100100.0%
Claude 3.5 Sonnet100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
Inception Mercury 2100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Hermes 3 405B100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Grok 4.20100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Inception Mercury100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Grok 4.3100100100100100100.0%
Gemma 3 12B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
Llama 3.1 Nemotron 70B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Mistral Small Creative100100100100100100.0%
Ministral 3 14B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Mistral NeMO100100100100100100.0%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
Gemma 4 26B (Reasoning)1001001001009999.9%
Qwen 3.5 35B1001001001009999.8%
Mistral Large 21001001001009899.6%
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%
Cohere Command R+ (Aug. 2024)1001001001009298.4%
Gemma 4 31B (Reasoning)1001001001009198.2%
MoonshotAI: Kimi K2.51001001001009198.2%
Qwen 3.5 Plus (2026-04-20)1001001001008797.5%
Ministral 3B1001001001008797.3%
Grok 4 Fast1001001001008697.2%
Ministral 8B1001001001008396.7%
GPT-4o Mini (temp=1)100100100929196.5%
Gemma 3 4B1001001001008296.5%
Claude Opus 4.6 (Reasoning)1001001001008196.2%
ByteDance Seed 2.0 Lite1001001001007194.3%
Hermes 3 70B1001001001006993.7%
ByteDance Seed 1.6100100100987093.6%
Claude Sonnet 4.6 (Reasoning)1001001001006693.3%
MiniMax M2.5100100100947092.9%
Stealth: Aurora Alpha1001001001006392.7%
Llama 3.1 8B1001001001005089.9%
Gemini 3.1 Flash Lite (Preview)10010096826989.5%
Claude Sonnet 4.6100100100964187.4%
Arcee AI: Trinity Large (Preview)1001001001002885.6%
Nemotron 3 Super1001001001002084.0%
WizardLM 2 8x22b100100100863383.9%
GPT-5 Nano1009683736783.6%
Claude Opus 4.6100100100862782.6%
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%
Claude 3 Haiku100100100543076.7%
ByteDance Seed 2.0 Mini10010010060072.1%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen3.7 Max100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Qwen3.6 Max Preview100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
MoonshotAI: Kimi K2.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
o4 Mini100100100100100100.0%
Grok 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Claude Opus 4100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Gemma 4 26B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
GPT-5.4100100100100100100.0%
Claude 3.5 Sonnet100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
Inception Mercury 2100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Hermes 3 405B100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
Mistral Large 2100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Grok 4.20100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
Grok 4.3100100100100100100.0%
Gemma 3 12B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
Llama 3.1 Nemotron 70B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Mistral Small Creative100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Claude 3 Haiku100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
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%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
Gemma 4 31B (Reasoning)1001001001009799.4%
Llama 3.1 8B1001001001009799.4%
Z.AI GLM 4.51001001001009599.0%
Arcee AI: Trinity Large (Preview)1001001001009498.8%
Gemini 3.1 Flash Lite (Reasoning)1001001001009398.5%
ByteDance Seed 2.0 Lite100100100969197.3%
Grok 4 Fast1001001001008597.1%
Nemotron 3 Nano1001001001008396.7%
Gemini 3.5 Flash (Reasoning, Minimal)1001001001007995.8%
Z.AI GLM 5 Turbo1001001001007595.0%
Gemini 3 Flash (Preview)1001001001007595.0%
Claude Haiku 4.51001001001005991.8%
GPT-4.1 Nano1001001001005691.1%
GPT-5 Nano100100100985690.8%
Z.AI GLM 5.11001001001004589.0%
Claude Sonnet 4.61001001001003887.7%
ByteDance Seed 1.61001001001002083.9%
Gemini 3.1 Flash Lite (Preview)10010099714082.0%
Stealth: Aurora Alpha100100100100080.0%
Llama 3.1 70B100100100100080.0%
ByteDance Seed 2.0 Mini10010010078075.6%
Hermes 3 70B10010010071074.3%
Mistral Small 3.2 24B10010091631573.7%
Inception Mercury10010010022064.3%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen3.7 Max100100100100100100.0%
Qwen3.6 Max Preview100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.1100100100100100100.0%
MoonshotAI: Kimi K2.6100100100100100100.0%
GPT-5100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
MiniMax M2.7100100100100100100.0%
GPT-5.5100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
o4 Mini100100100100100100.0%
Grok 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Claude Opus 4100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Grok 4 Fast100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
GPT-5.4100100100100100100.0%
Claude 3.5 Sonnet100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Hermes 3 405B100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Grok 4.20100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Inception Mercury100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
Gemma 3 12B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
Mistral Small Creative100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Claude 3 Haiku100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 3B100100100100100100.0%
LFM2 24B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)10010010010010099.9%
GPT-5 Nano1001001001009799.4%
Qwen 3.5 397B A17B1001001001009799.3%
GPT-5.4 (Reasoning, Low)1001001001009699.3%
MiniMax M2.51001001001009699.1%
Llama 3.1 8B1001001001009699.1%
MoonshotAI: Kimi K2.51001001001009599.0%
GPT-5.4 Nano (Reasoning)1001001001009599.0%
Z.AI GLM 5 Turbo1001001001009398.6%
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%
Qwen 3.6 35B1001001001008997.8%
DeepSeek V4 Flash (Reasoning)1001001001008997.8%
DeepSeek V4 Pro (Reasoning)1001001001008997.7%
Claude Opus 4.6 (Reasoning)1001001001008897.6%
GPT-5.4 Mini (Reasoning, Low)1001001001008897.5%
Z.AI GLM 4.61001001001008597.1%
Gemma 4 31B1001001001008496.9%
GPT-5.4 Nano (Reasoning, Low)1001001001008296.3%
Z.AI GLM 4.51001001001007795.3%
Claude Opus 4.6100100100958195.3%
Cohere Command R+ (Aug. 2024)1001001001007494.8%
DeepSeek V3 (2024-12-26)1001001001007394.6%
Grok 4.3 (Reasoning)1001001001007394.6%
GPT-5 Mini1001001001006893.6%
Mistral Large 21001001001006693.1%
Gemini 3.1 Flash Lite100100100847892.4%
GPT-5.4 Mini100100100857792.3%
ByteDance Seed 1.6 Flash100100100807891.8%
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%
Stealth: Hunter Alpha1001001001005089.9%
Llama 3.1 70B1001001001004889.5%
Claude Sonnet 41001001001004588.9%
GPT-4o, Aug. 6th (temp=1)100100100865788.7%
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 Sonnet 4.6100100100803883.6%
Z.AI GLM 5.110010087626282.1%
Gemini 3 Flash (Preview, Reasoning)100100100991282.1%
Gemini 3.1 Flash Lite (Reasoning)10010094882882.0%
Claude Haiku 4.5100100100100080.0%
Stealth: Aurora Alpha100100100100080.0%
Llama 3.1 Nemotron 70B10010010085878.7%
Rocinante 12B10010010092078.4%
Arcee AI: Trinity Large (Preview)10010010053070.7%
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 ▼
Qwen3.7 Max100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Qwen3.6 Max Preview100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
o4 Mini100100100100100100.0%
Grok 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Claude Opus 4100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Grok 4 Fast100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Gemma 4 26B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
GPT-5.4100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
Inception Mercury 2100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100.0%
Stealth: Aurora Alpha100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
Mistral Large 2100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Grok 4.20100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Inception Mercury100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
Grok 4.3100100100100100100.0%
Gemma 3 12B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
Arcee AI: Trinity Large (Preview)100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Mistral Small Creative100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Claude 3 Haiku100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Mistral NeMO100100100100100100.0%
Ministral 8B100100100100100100.0%
Llama 3.1 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
DeepSeek-V2 Chat1001001001009999.7%
Z.AI GLM 51001001001009699.1%
MoonshotAI: Kimi K2.61001001001009398.5%
DeepSeek V4 Pro (Reasoning)1001001001009298.4%
MiniMax M2.51001001001008997.8%
Nemotron 3 Nano1001001001008096.0%
Llama 3.1 Nemotron 70B100100100938395.2%
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%
Z.AI GLM 4.51001001001005991.8%
Ministral 3 3B1001001001004889.5%
Claude Opus 4.7 (Reasoning)100100100894887.4%
Gemini 3.1 Flash Lite (Reasoning)100100100863784.6%
Claude 3.5 Sonnet1001001001001382.6%
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%
Mistral Small 3.2 24B100100100100080.0%
Llama 3.1 70B100100100100080.0%
GPT-5 Nano10010010070975.8%
ByteDance Seed 2.0 Mini10010010033066.7%
Claude Sonnet 4.610010058351862.2%
ByteDance Seed 2.0 Lite1008931151550.0%

Novelcrafter Default Prompt

Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen3.7 Max100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Qwen3.6 Max Preview100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
MoonshotAI: Kimi K2.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
o4 Mini100100100100100100.0%
Grok 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Claude Opus 4100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Grok 4 Fast100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
GPT-5.4100100100100100100.0%
Claude 3.5 Sonnet100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
Inception Mercury 2100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100.0%
Stealth: Aurora Alpha100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
Mistral Large 2100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Grok 4.20100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Inception Mercury100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
Grok 4.3100100100100100100.0%
Mistral Small 3.2 24B100100100100100100.0%
Gemma 3 12B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
Arcee AI: Trinity Large (Preview)100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Mistral Small Creative100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Ministral 3 14B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Claude 3 Haiku100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
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%
LFM2 24B100100100100100100.0%
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%
Claude Sonnet 4.51001001001008396.7%
Llama 3.1 Nemotron 70B1001001001007795.3%
Llama 3.1 8B100100100797991.6%
GPT-4o, Aug. 6th (temp=0)100100100777189.6%
Ministral 3B1001001001004589.1%
Llama 3.1 70B100100100742579.8%
ByteDance Seed 2.0 Lite10010099662878.4%
Rocinante 12B10010010084076.8%
GPT-4o, May 13th (temp=0)10010010066073.1%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen3.7 Max100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Qwen3.6 Max Preview100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
MoonshotAI: Kimi K2.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
o4 Mini100100100100100100.0%
Grok 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Claude Opus 4100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Grok 4 Fast100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Gemma 4 26B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
GPT-5.4100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
Inception Mercury 2100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100.0%
Stealth: Aurora Alpha100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
Mistral Large 2100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Grok 4.20100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Inception Mercury100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
Mistral Small 3.2 24B100100100100100100.0%
Gemma 3 12B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
Llama 3.1 Nemotron 70B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
Arcee AI: Trinity Large (Preview)100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Mistral Small Creative100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Ministral 3 14B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Claude 3 Haiku100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
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%
LFM2 24B100100100100100100.0%
Gemini 2.5 Flash Lite1001001001009999.9%
Grok 4.20 (Beta, Reasoning)1001001001009999.8%
Claude 3.5 Sonnet1001001001009498.8%
Ministral 3B1001001001009498.8%
DeepSeek V3 (2025-03-24)1001001001009198.2%
Claude Sonnet 41001001001008396.7%
Llama 3.1 8B1001001001008396.7%
Claude Sonnet 4.6 (Reasoning)1001001001008296.5%
Nemotron 3 Super1001001001008095.9%
Grok 4.31001001001007895.6%
ByteDance Seed 1.61001001001007895.6%
Claude Sonnet 4.61001001001007795.3%
Rocinante 12B100100100876490.3%
Hermes 3 405B1001001001004889.5%
ByteDance Seed 2.0 Lite100100100100881.6%
Llama 3.1 70B10010010097079.4%
Nemotron 3 Nano1001009997079.3%
GPT-5 Nano100100100603278.3%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen3.7 Max100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Qwen3.6 Max Preview100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.1100100100100100100.0%
MoonshotAI: Kimi K2.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
o4 Mini100100100100100100.0%
Grok 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Claude Opus 4100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Grok 4 Fast100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Gemma 4 26B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
GPT-5.4100100100100100100.0%
Claude 3.5 Sonnet100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
Inception Mercury 2100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100.0%
Stealth: Aurora Alpha100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
Mistral Large 2100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Grok 4.20100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
Grok 4.3100100100100100100.0%
Gemma 3 12B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Mistral Small 4100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
Llama 3.1 Nemotron 70B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Mistral Small Creative100100100100100100.0%
Ministral 3 14B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Claude 3 Haiku100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
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%
Llama 3.1 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
Claude Haiku 4.51001001001009999.9%
DeepSeek-V2 Chat1001001001009999.9%
DeepSeek V3.11001001001009999.9%
Llama 3.1 70B1001001001009799.4%
Gemini 3.1 Flash Lite (Preview)1001001001009699.3%
GPT-5 Nano1001001001008496.8%
Hermes 3 405B1001001001007995.8%
Claude Opus 4.61001001001007494.8%
Arcee AI: Trinity Large (Preview)100100100977794.8%
Hermes 3 70B1001001001005290.3%
Claude Sonnet 41001001001004288.3%
ByteDance Seed 2.0 Lite10010099785085.4%
Inception Mercury100100100100080.0%
Mistral Small 3.2 24B100100100100080.0%
ByteDance Seed 1.6100100100282269.9%
ByteDance Seed 2.0 Mini1001009924064.6%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen3.7 Max100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Qwen3.6 Max Preview100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
MoonshotAI: Kimi K2.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
o4 Mini100100100100100100.0%
Grok 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Claude Opus 4100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Grok 4 Fast100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Gemma 4 26B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
GPT-5.4100100100100100100.0%
Claude 3.5 Sonnet100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
Inception Mercury 2100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100.0%
Stealth: Aurora Alpha100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Hermes 3 405B100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
Mistral Large 2100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Grok 4.20100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Inception Mercury100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
Grok 4.3100100100100100100.0%
Mistral Small 3.2 24B100100100100100100.0%
Gemma 3 12B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Mistral Small 4100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
Llama 3.1 Nemotron 70B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
Arcee AI: Trinity Large (Preview)100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Mistral Small Creative100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Ministral 3 14B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Claude 3 Haiku100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
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%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
Llama 3.1 70B1001001001009498.8%
Llama 3.1 8B100100100978396.1%
Claude Sonnet 41001001001007795.3%
Z.AI GLM 4.51001001001007795.3%
Claude Haiku 4.5100100100827491.3%
Nemotron 3 Super100100100100380.5%
ByteDance Seed 2.0 Lite10010074504273.2%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen3.7 Max100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Qwen3.6 Max Preview100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
MoonshotAI: Kimi K2.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
o4 Mini100100100100100100.0%
Grok 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Claude Opus 4100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Grok 4 Fast100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Gemma 4 26B100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
GPT-5.4100100100100100100.0%
Claude 3.5 Sonnet100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
Inception Mercury 2100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100.0%
Stealth: Aurora Alpha100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
Mistral Large 2100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Grok 4.20100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Inception Mercury100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Grok 4.3100100100100100100.0%
Gemma 3 12B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Mistral Small 4100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Mistral Small Creative100100100100100100.0%
Hermes 3 70B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Mistral NeMO100100100100100100.0%
Ministral 8B100100100100100100.0%
Llama 3.1 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
LFM2 24B100100100100100100.0%
Claude Opus 4.51001001001009899.5%
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%
MiniMax M2.71001001001008997.7%
Z.AI GLM 4.71001001001008997.7%
Llama 3.1 Nemotron 70B1001001001008797.5%
Ministral 3 14B1001001001008797.3%
MiniMax M2.51001001001008296.3%
Arcee AI: Trinity Large (Preview)100100100958696.3%
Z.AI GLM 4.61001001001007595.0%
MoonshotAI: Kimi K2.51001001001007194.1%
Gemini 3.1 Flash Lite (Reasoning)100100100927192.6%
Gemini 3.1 Flash Lite (Preview)100100100887392.2%
Gemini 3.1 Flash Lite1001001001005991.8%
Claude Haiku 4.510010096904986.9%
Claude 3 Haiku100100100706386.5%
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%
Rocinante 12B100100100100080.0%
ByteDance Seed 1.610010010085077.1%
Ministral 3 8B100100100503276.3%
ByteDance Seed 2.0 Mini10010000040.0%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen3.7 Max100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Qwen3.6 Max Preview100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
MoonshotAI: Kimi K2.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
o4 Mini100100100100100100.0%
Grok 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Claude Opus 4100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Grok 4 Fast100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Gemma 4 26B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
GPT-5.4100100100100100100.0%
Claude 3.5 Sonnet100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
Inception Mercury 2100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100.0%
Stealth: Aurora Alpha100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Hermes 3 405B100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
Mistral Large 2100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Grok 4.20100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Inception Mercury100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
Grok 4.3100100100100100100.0%
Mistral Small 3.2 24B100100100100100100.0%
Gemma 3 12B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Mistral Small 4100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
Arcee AI: Trinity Large (Preview)100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Mistral Small Creative100100100100100100.0%
Ministral 3 14B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Claude 3 Haiku100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
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%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
Z.AI GLM 51001001001009699.1%
Z.AI GLM 4.51001001001009599.0%
DeepSeek-V2 Chat1001001001009498.8%
GPT-4o, Aug. 6th (temp=0)1001001001009398.7%
GPT-4o, May 13th (temp=0)1001001001009098.0%
Gemini 3.1 Flash Lite (Reasoning)1001001001008597.1%
Claude Sonnet 4.6 (Reasoning)1001001001008396.7%
Llama 3.1 Nemotron 70B1001001001008396.7%
Claude Sonnet 4.51001001001006993.7%
Claude Opus 4.71001001001005991.8%
Claude Sonnet 4100100100847090.9%
ByteDance Seed 2.0 Mini1001001001005290.3%
Llama 3.1 8B10010097965689.7%
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%