Emotion telling (show vs. tell)

Test: Bad Writing Habits

Avg. Score
99.0%
Scenarios
18

Overall Performance

Rank ▲ Model Score Avg. Cost Avg. Time Stability
1Mistral Small Creative100.0%$0.00079.1s100%
2Ministral 8B100.0%$0.000410.4s100%
3Ministral 3 14B100.0%$0.000711.7s100%
4Gemini 3.1 Flash Lite (Preview)100.0%$0.00308.4s100%
5Mistral Small 4100.0%$0.001418.2s100%
6Ministral 3 8B100.0%$0.000819.6s100%
7Inception Mercury 299.9%$0.00327.0s98%
8Gemma 3 4B99.9%$0.000220.0s99%
9Stealth: Healer Alpha100.0%$0.000023.7s100%
10LFM2 24B100.0%$0.000228.4s100%
11Grok 4 Fast100.0%$0.001724.1s100%
12GPT-5.4 Nano (Reasoning, Low)100.0%$0.005520.6s100%
13ByteDance Seed 1.6 Flash100.0%$0.001327.3s100%
14Gemini 3 Flash (Preview)100.0%$0.007819.6s100%
15Mistral Small 4 (Reasoning)100.0%$0.002230.2s100%
16GPT-5.4 Nano (Reasoning)100.0%$0.006124.5s100%
17GPT-5.4 Nano100.0%$0.005726.3s100%
18Mistral Large 3100.0%$0.003330.3s100%
19Gemini 2.5 Flash Lite99.8%$0.00099.5s97%
20Gemini 2.5 Flash (Reasoning)100.0%$0.01121.5s100%
21Claude Haiku 4.5100.0%$0.01121.6s100%
22GPT-5.4 Mini (Reasoning, Low)100.0%$0.01516.8s100%
23Writer: Palmyra X5100.0%$0.01122.0s100%
24GPT-5.4 Mini100.0%$0.01516.8s100%
25Stealth: Aurora Alpha99.8%$0.00009.8s96%
26Grok 4.1 Fast100.0%$0.001837.8s100%
27Qwen 3.5 Plus (2026-02-15)100.0%$0.006031.5s100%
28DeepSeek V3 (2025-03-24)100.0%$0.001439.4s100%
29Grok 4.20 (Beta)100.0%$0.01815.8s100%
30Mistral Medium 3.1100.0%$0.004836.5s100%
31Gemini 2.5 Flash Lite (Reasoning)99.9%$0.002830.8s99%
32Z.AI GLM 5 Turbo100.0%$0.008133.2s100%
33o4 Mini100.0%$0.01525.7s100%
34GPT-4.1 Nano99.6%$0.000713.3s96%
35Ministral 3 3B99.7%$0.000511.1s95%
36Mistral Large 2100.0%$0.01329.4s100%
37Gemini 2.5 Flash99.8%$0.005210.6s96%
38Qwen 3.5 Flash100.0%$0.002547.5s100%
39Arcee AI: Trinity Mini99.5%$0.00039.2s95%
40Gemma 3 27B100.0%$0.000652.6s100%
41Stealth: Hunter Alpha100.0%$0.000055.0s100%
42Mistral Large100.0%$0.01430.9s99%
43Qwen 3 32B100.0%$0.001554.6s100%
44Gemma 3 12B99.9%$0.000441.3s98%
45Claude 3.5 Haiku99.7%$0.003510.8s94%
46Qwen3 235B A22B Instruct 2507100.0%$0.001159.2s100%
47DeepSeek-V2 Chat100.0%$0.002153.3s99%
48Gemini 3 Flash (Preview, Reasoning)99.9%$0.01230.1s98%
49Z.AI GLM 4.6100.0%$0.006551.5s100%
50GPT-5.4 Mini (Reasoning)100.0%$0.02228.1s100%
51Ministral 3B99.6%$0.00018.1s92%
52DeepSeek V3 (2024-12-26)99.9%$0.002154.6s99%
53GPT-4.1100.0%$0.01844.7s100%
54GPT-5 Mini100.0%$0.010057.4s100%
55MiniMax M2.7100.0%$0.00401.1m100%
56Z.AI GLM 4.7 Flash100.0%$0.00171.2m100%
57Z.AI GLM 4.599.8%$0.005142.1s97%
58MiniMax M2.5100.0%$0.00341.3m100%
59Qwen 3.5 9B100.0%$0.00111.4m100%
60Z.AI GLM 5100.0%$0.00841.2m100%
61Aion 2.0100.0%$0.00641.3m100%
62Claude Sonnet 4.6100.0%$0.03139.3s100%
63Qwen 3.5 35B100.0%$0.0181.0m100%
64GPT-5 Nano100.0%$0.00421.4m100%
65Gemini 2.5 Pro100.0%$0.03636.2s100%
66Grok 4.20 (Beta, Reasoning)100.0%$0.03934.0s100%
67Claude Sonnet 4100.0%$0.03243.7s100%
68Z.AI GLM 4.7100.0%$0.0101.4m100%
69Qwen 3.5 122B100.0%$0.0251.1m100%
70Nemotron 3 Super99.8%$0.00001.4m98%
71Claude Sonnet 4.599.9%$0.03538.1s98%
72o4 Mini High99.9%$0.02547.2s97%
73GPT-4.1 Mini99.2%$0.002719.0s89%
74Claude 3.7 Sonnet100.0%$0.04246.7s100%
75DeepSeek V3.1100.0%$0.00201.8m100%
76DeepSeek V3.2100.0%$0.00141.9m100%
77Nemotron 3 Nano99.3%$0.00101.1m94%
78Qwen 3.5 27B100.0%$0.0201.6m100%
79GPT-4o, Aug. 6th (temp=1)98.7%$0.01824.4s91%
80Rocinante 12B99.2%$0.001438.4s87%
81Gemini 3 Pro (Preview)100.0%$0.05554.4s100%
82Claude 3.5 Sonnet99.5%$0.04835.5s94%
83Claude Opus 4.5100.0%$0.07053.4s100%
84GPT-5.4100.0%$0.0491.4m100%
85Claude Sonnet 4.6 (Reasoning)100.0%$0.0601.2m100%
86GPT-5.4 (Reasoning, Low)100.0%$0.0551.4m100%
87GPT-4o, May 13th (temp=1)98.7%$0.03314.4s87%
88GPT-5.2100.0%$0.0561.5m100%
89Llama 3.1 Nemotron 70B97.4%$0.003831.7s86%
90Grok 499.9%$0.0481.7m99%
91GPT-4o Mini (temp=1)97.2%$0.001234.8s86%
92GPT-5.1100.0%$0.0541.8m100%
93ByteDance Seed 1.699.7%$0.0132.5m97%
94Claude Opus 4.6100.0%$0.0781.2m100%
95Qwen 3.5 397B A17B100.0%$0.0143.0m100%
96Arcee AI: Trinity Large (Preview)98.0%$0.000043.6s80%
97Claude Opus 4.6 (Reasoning)100.0%$0.0881.4m100%
98MoonshotAI: Kimi K2.5100.0%$0.0193.2m100%
99Hermes 3 405B98.0%$0.003253.2s81%
100Qwen 2.5 72B95.9%$0.001036.7s83%
101ByteDance Seed 2.0 Lite98.9%$0.0122.2m89%
102GPT-5100.0%$0.0652.8m100%
103Gemini 3.1 Pro (Preview)100.0%$0.1071.8m100%
104Hermes 3 70B96.4%$0.00101.2m80%
105Inception Mercury95.8%$0.01117.6s74%
106GPT-5.4 (Reasoning)100.0%$0.0892.6m100%
107WizardLM 2 8x22b97.8%$0.00261.8m77%
108Cohere Command R+ (Aug. 2024)95.5%$0.02052.5s80%
109Claude 3 Haiku93.2%$0.002514.9s77%
110ByteDance Seed 2.0 Mini99.8%$0.00454.9m97%
111GPT-4o Mini (temp=0)93.6%$0.001234.8s74%
112Mistral NeMO93.3%$0.000510.1s71%
113Claude Opus 4100.0%$0.2091.4m100%
114Llama 3.1 8B94.1%$0.00031.3m67%
115GPT-4o, Aug. 6th (temp=0)91.1%$0.02322.7s60%
116GPT-4o, May 13th (temp=0)86.9%$0.03514.1s55%
117Llama 3.1 70B86.8%$0.001529.4s49%
118Mistral Small 3.2 24B85.9%$0.00685.6m47%
99.03%

Individual Scenarios

Detailed Writing Rules

Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100.0%
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%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
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%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemini 2.5 Flash (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%
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%
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%
Stealth: Aurora Alpha100100100100100100.0%
Claude 3.5 Haiku100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
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 V3 (2025-03-24)100100100100100100.0%
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%
Gemma 3 12B100100100100100100.0%
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%
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%
Rocinante 12B100100100100100100.0%
GPT-4o, May 13th (temp=1)1001001001009999.7%
ByteDance Seed 1.61001001001009699.3%
Inception Mercury1001001001009599.1%
GPT-4.1 Nano1001001001009598.9%
GPT-4.1 Mini1001001001009398.7%
Llama 3.1 8B100100100948796.1%
GPT-4o Mini (temp=1)10010095919095.2%
GPT-4o, Aug. 6th (temp=1)100100100878093.3%
Hermes 3 405B1001001001005791.3%
GPT-4o Mini (temp=0)10010096857491.2%
GPT-4o, May 13th (temp=0)1009795847590.1%
Claude 3 Haiku1009190807887.8%
Qwen 2.5 72B10010088825584.9%
Llama 3.1 Nemotron 70B10010090716384.8%
Mistral NeMO100100100616184.4%
Hermes 3 70B100100100744283.2%
Cohere Command R+ (Aug. 2024)1008880635878.0%
Llama 3.1 70B10010010040067.9%
GPT-4o, Aug. 6th (temp=0)1008367463165.3%
Mistral Small 3.2 24B1007164602964.9%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)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%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
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%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemini 2.5 Flash (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%
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%
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%
Claude 3.5 Haiku100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Hermes 3 405B100100100100100100.0%
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 V3 (2025-03-24)100100100100100100.0%
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%
Gemma 3 12B100100100100100100.0%
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%
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%
Rocinante 12B100100100100100100.0%
GPT-4o Mini (temp=1)1001001001009999.8%
GPT-4o Mini (temp=0)1001001001009498.8%
Cohere Command R+ (Aug. 2024)1001001001009298.4%
Llama 3.1 8B100100100998596.9%
Claude 3 Haiku100100100978596.3%
Llama 3.1 Nemotron 70B100100100797791.2%
Llama 3.1 70B100100100975490.2%
Mistral NeMO1001001001004789.3%
Inception Mercury100100100776688.6%
GPT-4o, May 13th (temp=0)10010095932482.4%
Mistral Small 3.2 24B100100100612276.6%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)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%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
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%
Gemini 2.5 Flash (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%
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%
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%
Stealth: Aurora Alpha100100100100100100.0%
Claude 3.5 Haiku100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Hermes 3 405B100100100100100100.0%
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 V3 (2025-03-24)100100100100100100.0%
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%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Gemma 3 12B100100100100100100.0%
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%
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 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
LFM2 24B100100100100100100.0%
GPT-4o, May 13th (temp=1)10010010010010099.9%
ByteDance Seed 2.0 Mini1001001001009999.9%
GPT-4o Mini (temp=1)1001001001009999.7%
Rocinante 12B1001001001009398.7%
Ministral 3 3B1001001001009298.5%
GPT-4o Mini (temp=0)1001001001008997.8%
Llama 3.1 8B1001001001008597.1%
Cohere Command R+ (Aug. 2024)1001001001008396.7%
Gemini 2.5 Flash1001001001008096.0%
GPT-4o, May 13th (temp=0)100100100998095.8%
Inception Mercury1001001001007294.5%
Arcee AI: Trinity Large (Preview)100100100897693.1%
Mistral NeMO1009994877891.4%
GPT-4o, Aug. 6th (temp=0)10010095847590.8%
Llama 3.1 70B100100100675784.8%
Mistral Small 3.2 24B1001009487076.2%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)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%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
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%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemini 2.5 Flash (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%
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%
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%
Claude 3.5 Haiku100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Hermes 3 405B100100100100100100.0%
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 V3 (2025-03-24)100100100100100100.0%
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%
Gemma 3 12B100100100100100100.0%
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%
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%
Ministral 8B100100100100100100.0%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
Qwen 2.5 72B1001001001009999.7%
Llama 3.1 Nemotron 70B1001001001009799.4%
GPT-4o, Aug. 6th (temp=0)1001001001008797.4%
Llama 3.1 8B1001001001008797.4%
Mistral NeMO100100100978696.7%
GPT-4o Mini (temp=0)100100100988496.3%
Llama 3.1 70B1001001001007995.7%
Mistral Small 3.2 24B1001001001007795.5%
Cohere Command R+ (Aug. 2024)1001001001006893.5%
Ministral 3B1001001001006392.7%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)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%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
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%
Gemini 2.5 Flash (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%
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%
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%
Claude 3.5 Haiku100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Hermes 3 405B100100100100100100.0%
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 V3 (2025-03-24)100100100100100100.0%
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%
Gemma 3 12B100100100100100100.0%
Llama 3.1 70B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
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%
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%
ByteDance Seed 2.0 Lite1001001001009999.7%
GPT-4o Mini (temp=1)1001001001009999.7%
Claude 3 Haiku1001001001009999.7%
ByteDance Seed 2.0 Mini1001001001009799.4%
Nemotron 3 Nano1001001001009298.4%
Hermes 3 70B1001001001008997.8%
GPT-4o, Aug. 6th (temp=0)100100100998997.6%
Llama 3.1 Nemotron 70B1001001001008697.2%
Qwen 2.5 72B1001001001008597.1%
Inception Mercury1001001001008396.6%
Llama 3.1 8B100100100856289.4%
GPT-4o Mini (temp=0)1009894836588.0%
Mistral Small 3.2 24B10010095895287.2%
GPT-4o, May 13th (temp=0)10010096824283.9%
Arcee AI: Trinity Large (Preview)100100100691176.2%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)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%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
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%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemini 2.5 Flash (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%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Mistral Large 3100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
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%
Claude 3.5 Haiku100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Hermes 3 405B100100100100100100.0%
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 V3 (2025-03-24)100100100100100100.0%
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%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
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%
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%
Cohere Command R+ (Aug. 2024)100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)1001001001009999.8%
Mistral NeMO1001001001009699.3%
Qwen 2.5 72B1001001001009598.9%
Gemini 2.5 Flash Lite (Reasoning)1001001001009398.7%
GPT-4o, Aug. 6th (temp=0)1001001001009398.7%
GPT-4o Mini (temp=0)100100100979297.8%
Nemotron 3 Nano1001001001008396.7%
Llama 3.1 70B100100100929096.5%
Llama 3.1 Nemotron 70B1001001001008296.5%
Llama 3.1 8B10010095928193.5%
Claude 3 Haiku100100100787891.1%
GPT-4o, May 13th (temp=0)1009886797888.3%
Mistral Small 3.2 24B1001001001002384.5%

genre

Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)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%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
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%
Claude Sonnet 4.5100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Claude Opus 4100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
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%
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%
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 V3 (2025-03-24)100100100100100100.0%
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%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Gemma 3 12B100100100100100100.0%
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%
Ministral 3 8B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
Grok 4 Fast1001001001009999.7%
Gemma 3 4B1001001001009999.7%
Stealth: Healer Alpha1001001001009899.6%
Gemini 2.5 Flash Lite1001001001009899.6%
Hermes 3 70B1001001001009899.5%
Arcee AI: Trinity Mini1001001001009699.3%
Grok 41001001001009598.9%
Hermes 3 405B1001001001008997.8%
o4 Mini High1001001001008797.3%
Llama 3.1 Nemotron 70B1001001001008597.1%
GPT-4.1 Nano100100100978496.2%
Claude 3 Haiku100100100958596.0%
Z.AI GLM 4.5100100100918795.7%
Ministral 3 3B1001001001007895.6%
GPT-4o, Aug. 6th (temp=1)100100100987794.9%
Claude 3.5 Haiku1001001001007394.6%
WizardLM 2 8x22b10010095827991.1%
GPT-4o Mini (temp=1)10010093897390.9%
ByteDance Seed 2.0 Lite1001001001005390.5%
GPT-4o, May 13th (temp=1)1001001001004989.8%
Qwen 2.5 72B10010088817588.8%
Cohere Command R+ (Aug. 2024)10010093806988.6%
Inception Mercury100100100924787.8%
Llama 3.1 8B100100100100080.0%
Mistral NeMO10010090731675.7%
GPT-4o, May 13th (temp=0)1009979623975.6%
Mistral Small 3.2 24B1001009569072.6%
GPT-4o, Aug. 6th (temp=0)888381801068.2%
GPT-4o Mini (temp=0)1006765484665.1%
Llama 3.1 70B8060402036.3%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)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%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
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%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemini 2.5 Flash (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%
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%
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%
Claude 3.5 Haiku100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
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 V3 (2025-03-24)100100100100100100.0%
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%
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%
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%
GPT-4.1 Nano100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Claude 3 Haiku100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
Nemotron 3 Nano1001001001009999.9%
Arcee AI: Trinity Large (Preview)1001001001009999.8%
Cohere Command R+ (Aug. 2024)1001001001009999.8%
Stealth: Aurora Alpha1001001001009999.8%
Mistral NeMO1001001001009999.7%
Llama 3.1 8B1001001001009999.7%
GPT-4o, May 13th (temp=1)1001001001009899.6%
Gemini 2.5 Flash Lite1001001001009899.6%
WizardLM 2 8x22b1001001001009899.5%
Hermes 3 405B1001001001009699.3%
Hermes 3 70B1001001001009699.2%
ByteDance Seed 2.0 Lite1001001001009598.9%
GPT-4o, May 13th (temp=0)1001001001009398.7%
Inception Mercury 21001001001009298.3%
Llama 3.1 Nemotron 70B1001001001008997.8%
GPT-4o, Aug. 6th (temp=0)100100100898494.7%
GPT-4o Mini (temp=0)1001001001007294.3%
Llama 3.1 70B100100100927893.9%
Inception Mercury100100100824886.1%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)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%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
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%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemini 2.5 Flash (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%
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%
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%
Claude 3.5 Haiku100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
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 V3 (2025-03-24)100100100100100100.0%
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%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Mistral Small 4100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
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%
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%
Rocinante 12B100100100100100100.0%
DeepSeek V3 (2024-12-26)10010010010010099.9%
Gemma 3 12B1001001001009999.8%
GPT-4o, Aug. 6th (temp=1)1001001001009799.4%
Mistral Small 3.2 24B1001001001009799.3%
Arcee AI: Trinity Large (Preview)1001001001009699.3%
Llama 3.1 Nemotron 70B1001001001009599.0%
ByteDance Seed 2.0 Lite100100100979598.4%
Nemotron 3 Super1001001001009298.4%
GPT-4o Mini (temp=1)1001001001008897.6%
GPT-4o Mini (temp=0)100100100959397.6%
GPT-4o, Aug. 6th (temp=0)1001001001008697.2%
GPT-4o, May 13th (temp=0)100100100957594.0%
Claude 3 Haiku100100100927192.6%
Qwen 2.5 72B100100100847792.1%
WizardLM 2 8x22b100100100906591.2%
Hermes 3 405B1001001001005490.7%
Mistral NeMO1009894797889.8%
Llama 3.1 70B100100100805186.1%
Llama 3.1 8B100100100432373.2%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)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%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
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%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemini 2.5 Flash (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%
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%
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%
Stealth: Aurora Alpha100100100100100100.0%
Claude 3.5 Haiku100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Hermes 3 405B100100100100100100.0%
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 V3 (2025-03-24)100100100100100100.0%
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%
Gemma 3 12B100100100100100100.0%
Llama 3.1 70B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Mistral Small 4100100100100100100.0%
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%
Ministral 3 14B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Mistral NeMO100100100100100100.0%
Ministral 8B100100100100100100.0%
Llama 3.1 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
WizardLM 2 8x22b1001001001009999.7%
Claude 3 Haiku1001001001009799.4%
Qwen 2.5 72B1001001001009498.7%
GPT-4o, May 13th (temp=0)1001001001009098.1%
GPT-4o Mini (temp=1)1001001001008597.1%
GPT-4o, May 13th (temp=1)1001001001006993.9%
Inception Mercury1001001001006392.7%
Hermes 3 70B1001001001006392.7%
GPT-4o Mini (temp=0)1001001001005290.4%
Mistral Small 3.2 24B1001001001003987.8%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100.0%
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%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
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%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemini 2.5 Flash (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%
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%
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%
Claude 3.5 Haiku100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
Hermes 3 405B100100100100100100.0%
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 V3 (2025-03-24)100100100100100100.0%
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%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Small 4100100100100100100.0%
Llama 3.1 Nemotron 70B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Mistral Small Creative100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Ministral 3 14B100100100100100100.0%
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%
GPT-4o Mini (temp=1)10010010010010099.9%
Mistral Medium 3.11001001001009999.9%
Mistral NeMO1001001001009999.9%
Stealth: Hunter Alpha1001001001009999.8%
Ministral 3 8B1001001001009999.8%
DeepSeek-V2 Chat1001001001009899.6%
GPT-4o, May 13th (temp=1)1001001001009799.4%
GPT-4.1 Nano1001001001009799.4%
WizardLM 2 8x22b1001001001009799.4%
Nemotron 3 Super100100100999598.7%
ByteDance Seed 1.61001001001009098.1%
Arcee AI: Trinity Large (Preview)1001001001009098.0%
ByteDance Seed 2.0 Lite1001001001008997.8%
GPT-4o Mini (temp=0)100100100989097.7%
GPT-4o, Aug. 6th (temp=0)1001001001008897.6%
GPT-4.1 Mini100100100959397.5%
Stealth: Aurora Alpha1001001001008096.1%
Claude 3 Haiku100100100978195.7%
Qwen 2.5 72B1001001001007895.6%
Nemotron 3 Nano1009995898994.6%
Mistral Small 3.2 24B100100100886189.7%
GPT-4o, May 13th (temp=0)10010095816988.9%
Inception Mercury1001001001001783.4%
Llama 3.1 70B1001001001001683.3%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)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%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
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%
Gemini 2.5 Flash (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%
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%
Z.AI GLM 4.7 Flash100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100.0%
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%
Claude 3.5 Haiku100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Hermes 3 405B100100100100100100.0%
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 V3 (2025-03-24)100100100100100100.0%
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%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
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%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
GPT-4o Mini (temp=0)10010010010010099.9%
GPT-4o, Aug. 6th (temp=0)1001001001009999.8%
Cohere Command R+ (Aug. 2024)1001001001009999.8%
Gemini 3 Pro (Preview)1001001001009899.6%
DeepSeek-V2 Chat1001001001009899.6%
Gemma 3 4B1001001001009799.4%
Hermes 3 70B1001001001009699.3%
Inception Mercury1001001001009298.4%
Gemini 3 Flash (Preview, Reasoning)1001001001009298.4%
Mistral Small 3.2 24B1001001001009298.4%
Claude 3.5 Sonnet1001001001009298.3%
Nemotron 3 Nano1001001001008997.8%
ByteDance Seed 2.0 Mini100100100998997.6%
Qwen 2.5 72B1001001001008797.5%
Arcee AI: Trinity Mini1001001001008797.4%
Llama 3.1 8B1001001001008597.1%
Llama 3.1 70B1001001001008496.9%
Llama 3.1 Nemotron 70B1001001001008496.9%
Mistral NeMO100100100958796.4%
GPT-4o, May 13th (temp=0)10010097929095.6%
GPT-4o Mini (temp=1)10010098908795.0%
Claude 3 Haiku10010092906789.5%
WizardLM 2 8x22b100100100100080.0%

Novelcrafter Default Prompt

Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100.0%
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%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
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%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemini 2.5 Flash (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%
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%
Z.AI GLM 4.7 Flash100100100100100100.0%
GPT-5.4100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Stealth: Aurora Alpha100100100100100100.0%
Claude 3.5 Haiku100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
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 V3 (2025-03-24)100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Gemma 3 12B100100100100100100.0%
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%
Ministral 3 8B100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
ByteDance Seed 2.0 Lite10010010010010099.9%
GPT-4.1 Nano1001001001009999.9%
Gemini 2.5 Flash1001001001009899.6%
Llama 3.1 Nemotron 70B1001001001009899.6%
Nemotron 3 Super1001001001009498.8%
GPT-4o, May 13th (temp=1)1001001001009198.2%
ByteDance Seed 1.6100100100959598.0%
Inception Mercury1001001001008997.8%
Arcee AI: Trinity Mini100100100998797.1%
Gemini 2.5 Flash Lite1001001001008597.1%
Hermes 3 70B100100100888795.1%
GPT-4o, Aug. 6th (temp=1)100100100967995.0%
Claude 3.5 Sonnet100100100997394.4%
GPT-4o Mini (temp=1)10010088876788.4%
Hermes 3 405B1001001001003286.5%
Qwen 2.5 72B10010093736586.1%
Mistral NeMO1009591904083.2%
Llama 3.1 8B100100100624781.8%
Cohere Command R+ (Aug. 2024)1008785755380.0%
GPT-4o Mini (temp=0)1007877755276.4%
Mistral Small 3.2 24B10010094443273.8%
Claude 3 Haiku827371625067.6%
Llama 3.1 70B98716144054.7%
GPT-4o, May 13th (temp=0)100584730047.1%
GPT-4o, Aug. 6th (temp=0)714834161136.0%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)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%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
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%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemini 2.5 Flash (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%
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%
Z.AI GLM 4.7 Flash100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100.0%
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%
Claude 3.5 Haiku100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
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 V3 (2025-03-24)100100100100100100.0%
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%
Mistral Small 3.2 24B100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
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%
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%
Llama 3.1 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)10010010010010099.9%
Hermes 3 405B1001001001009999.9%
GPT-4o, Aug. 6th (temp=0)1001001001009999.9%
Nemotron 3 Nano1001001001009899.5%
GPT-4o Mini (temp=0)1001001001009799.4%
Claude 3.5 Sonnet1001001001009699.2%
Llama 3.1 70B1001001001009198.2%
Qwen 2.5 72B1001001001008496.8%
Mistral NeMO100100100948896.4%
Claude 3 Haiku100100100858393.5%
Hermes 3 70B1001001001006192.2%
GPT-4o, May 13th (temp=0)10010098787490.0%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)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%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
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%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemini 2.5 Flash (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%
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%
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%
Claude 3.5 Haiku100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
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 V3 (2025-03-24)100100100100100100.0%
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%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Mistral Small 4100100100100100100.0%
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%
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%
Gemini 2.5 Flash Lite1001001001009899.5%
GPT-4.1 Mini1001001001009699.2%
Hermes 3 405B1001001001009398.6%
Llama 3.1 8B1001001001009298.5%
Arcee AI: Trinity Large (Preview)1001001001009198.3%
GPT-4o Mini (temp=0)100100100969498.0%
ByteDance Seed 2.0 Lite1001001001008997.8%
GPT-4o Mini (temp=1)1001001001008797.3%
Hermes 3 70B1001001001008597.1%
GPT-4o, May 13th (temp=1)100100100998496.7%
Llama 3.1 70B100100100998496.7%
Qwen 2.5 72B100100100978195.6%
Mistral NeMO100100100898795.1%
GPT-4o, Aug. 6th (temp=1)100100100918394.9%
Llama 3.1 Nemotron 70B100100100898494.6%
Cohere Command R+ (Aug. 2024)100100100947694.0%
Rocinante 12B1001001001003887.6%
Claude 3 Haiku10010092855486.2%
Mistral Small 3.2 24B100100100621274.8%
GPT-4o, May 13th (temp=0)100978326061.4%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)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%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
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%
Stealth: Hunter Alpha100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemini 2.5 Flash (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%
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%
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%
Claude 3.5 Haiku100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Hermes 3 405B100100100100100100.0%
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 V3 (2025-03-24)100100100100100100.0%
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%
Gemma 3 12B100100100100100100.0%
Llama 3.1 70B100100100100100100.0%
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%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Mistral NeMO100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
LFM2 24B100100100100100100.0%
Llama 3.1 Nemotron 70B10010010010010099.9%
Llama 3.1 8B1001001001009899.6%
Claude Sonnet 41001001001009899.5%
GPT-4o Mini (temp=0)1001001001009498.8%
Rocinante 12B1001001001009398.6%
Qwen 2.5 72B1001001001009298.5%
GPT-4o, Aug. 6th (temp=0)1001001001009098.1%
GPT-4o Mini (temp=1)100100100959197.3%
Cohere Command R+ (Aug. 2024)1001001001008597.1%
GPT-4o, May 13th (temp=0)100100100939096.5%
Claude 3 Haiku1001001001006993.9%
Hermes 3 70B10010089875886.8%
Mistral Small 3.2 24B100100100100080.0%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)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%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
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%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemini 2.5 Flash (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%
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%
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%
Claude 3.5 Haiku100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Hermes 3 405B100100100100100100.0%
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 V3 (2025-03-24)100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Inception Mercury100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)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%
Hermes 3 70B100100100100100100.0%
Ministral 3 14B100100100100100100.0%
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%
Rocinante 12B100100100100100100.0%
Llama 3.1 8B1001001001009999.8%
Llama 3.1 Nemotron 70B1001001001009899.6%
GPT-4o Mini (temp=0)1001001001009899.5%
Mistral Large1001001001009799.4%
GPT-4o, Aug. 6th (temp=0)1001001001009699.3%
GPT-4o, Aug. 6th (temp=1)1001001001009498.7%
DeepSeek V3 (2024-12-26)1001001001009398.6%
GPT-4.1 Nano1001001001009198.2%
Gemma 3 12B1001001001009098.1%
Qwen 2.5 72B1001001001008697.2%
Llama 3.1 70B1001001001007294.4%
Claude 3 Haiku10010099967593.9%
Cohere Command R+ (Aug. 2024)100100100907993.6%
GPT-4o Mini (temp=1)1001001001005791.3%
Mistral NeMO10010099787289.9%
Mistral Small 3.2 24B1009490877388.8%
GPT-4o, May 13th (temp=0)10010083806284.9%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)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%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
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%
Stealth: Hunter Alpha100100100100100100.0%
Gemini 2.5 Flash (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%
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%
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%
Claude 3.5 Haiku100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
Hermes 3 405B100100100100100100.0%
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 V3 (2025-03-24)100100100100100100.0%
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%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Mistral Small 4100100100100100100.0%
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%
Ministral 3 14B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Ministral 3 8B100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
GPT-4o, May 13th (temp=1)1001001001009999.8%
Mistral Small 3.2 24B1001001001009899.6%
ByteDance Seed 2.0 Mini1001001001009699.3%
GPT-4o, Aug. 6th (temp=0)1001001001009599.0%
Qwen 2.5 72B1001001001009598.9%
GPT-4o Mini (temp=0)1001001001009198.2%
Claude Sonnet 4.51001001001009198.2%
ByteDance Seed 2.0 Lite1001001001009098.1%
Arcee AI: Trinity Mini1001001001008597.1%
Claude 3 Haiku1001001001007494.8%
Llama 3.1 8B100100100878193.7%
GPT-4o, May 13th (temp=0)10010089888392.1%
Mistral NeMO100100100996091.9%
Hermes 3 70B100100100847591.8%
GPT-4.1 Mini1001001001004889.6%
Llama 3.1 70B100100100904687.3%