Gibberish response detection

Test: Bad Writing Habits

Avg. Score
99.7%
Scenarios
18

Overall Performance

Rank ▲ Model Score Avg. Cost Avg. Time Stability
1Ministral 3B100.0%$0.00018.1s100%
2Arcee AI: Trinity Mini100.0%$0.00039.2s100%
3Ministral 8B100.0%$0.000410.4s100%
4Ministral 3 3B100.0%$0.000511.1s100%
5Ministral 3 14B100.0%$0.000711.7s100%
6Gemini 3.5 Flash Lite (Reasoning, Minimal)100.0%$0.00356.3s100%
7Gemini 3.5 Flash Lite (Reasoning)100.0%$0.00356.6s100%
8Inception Mercury 2100.0%$0.00327.0s100%
9Mistral NeMO100.0%$0.000510.1s99%
10Gemini 3.1 Flash Lite (Reasoning)100.0%$0.003011.9s100%
11Gemini 3.1 Flash Lite100.0%$0.003012.1s100%
12Gemini 2.5 Flash Lite100.0%$0.00099.5s99%
13Gemini 3.1 Flash Lite (Preview)100.0%$0.00308.4s99%
14Gemma 3 4B100.0%$0.000220.0s100%
15Mistral Small 4100.0%$0.001418.2s100%
16Ministral 3 8B100.0%$0.000819.6s100%
17Laguna S 2.1100.0%$0.000522.1s100%
18GPT-4.1 Nano99.9%$0.000713.3s99%
19GPT-4.1 Mini100.0%$0.002719.0s100%
20Laguna XS 2.199.9%$0.000314.4s99%
21GPT-5.4 Nano (Reasoning, Low)100.0%$0.005520.6s100%
22DeepSeek V4 Flash (Reasoning)100.0%$0.000731.1s100%
23DeepSeek V4 Flash100.0%$0.000631.6s100%
24Mistral Small 4 (Reasoning)100.0%$0.002230.2s100%
25Mistral Large 3100.0%$0.003330.3s100%
26GPT-5.4 Nano (Reasoning)100.0%$0.006124.5s100%
27GPT-4o Mini (temp=0)100.0%$0.001234.8s100%
28GPT-4o Mini (temp=1)100.0%$0.001234.8s100%
29GPT-5.4 Nano100.0%$0.005726.3s100%
30Gemini 2.5 Flash Lite (Reasoning)100.0%$0.002830.8s99%
31DeepSeek V4.1 Flash (Reasoning, High)100.0%$0.002935.4s100%
32Gemma 3 12B100.0%$0.000441.3s100%
33Gemini 3 Flash (Preview)100.0%$0.007819.6s99%
34Gemini 3.7 Flash (Reasoning, Medium)100.0%$0.01218.2s100%
35Claude Haiku 4.5100.0%$0.01121.6s100%
36Writer: Palmyra X5100.0%$0.01122.0s100%
37Mistral Medium 3.1100.0%$0.004836.5s100%
38GPT-5.6 Luna100.0%$0.01515.8s100%
39Gemini 3.8 Flash (Reasoning, Medium)100.0%$0.01418.0s100%
40GPT-5.4 Mini100.0%$0.01516.8s100%
41Gemini 3.5 Flash (Reasoning, Minimal)100.0%$0.01812.0s100%
42Gemini 3.6 Flash (Reasoning, Minimal)100.0%$0.01714.3s100%
43Xiaomi MIMO v2.599.9%$0.005431.8s99%
44GPT-5.4 Mini (Reasoning, Low)100.0%$0.01516.8s100%
45Grok 4.3100.0%$0.006930.5s99%
46Muse Spark 1.1 (Reasoning, Minimal)99.9%$0.01219.2s99%
47Muse Glimmer 30B (Reasoning, Medium)100.0%$0.003843.4s100%
48Z.AI GLM 5 Turbo100.0%$0.008133.2s100%
49GPT-5.6 Luna (Reasoning)100.0%$0.01718.0s100%
50Gemma 3 27B100.0%$0.000652.6s100%
51Gemini 2.5 Flash (Reasoning)99.9%$0.01121.5s99%
52Muse Spark 1.1 (Reasoning, Medium)100.0%$0.01523.9s100%
53Qwen 3.5 Flash100.0%$0.002547.5s100%
54o4 Mini100.0%$0.01525.7s100%
55Mistral Large 2100.0%$0.01329.4s100%
56Gemma 4 26B100.0%$0.000955.1s100%
57DeepSeek-V2 Chat100.0%$0.002153.3s100%
58DeepSeek V3 (2024-12-26)100.0%$0.002154.6s100%
59Hermes 3 405B100.0%$0.003253.2s100%
60Gemini 3 Flash (Preview, Reasoning)100.0%$0.01230.1s99%
61ByteDance Seed 1.6 Flash99.6%$0.001327.3s97%
62Qwen 3.6 Flash100.0%$0.01041.4s100%
63Qwen 3 235B A22B Instruct 2507100.0%$0.001159.2s99%
64Grok 4.20100.0%$0.009345.7s100%
65GPT-4o, Aug. 6th (temp=0)100.0%$0.02322.7s100%
66Qwen 3.5 Plus (2026-02-15)99.6%$0.006031.5s98%
67Xiaomi MIMO v2.5 Pro100.0%$0.008553.5s100%
68GPT-5.4 Mini (Reasoning)100.0%$0.02228.1s100%
69Z.AI GLM 4.7 Flash100.0%$0.00171.2m100%
70Z.AI GLM 5.3 Flash (Reasoning, Low)99.9%$0.00051.1m99%
71GPT-5 Mini100.0%$0.010057.4s100%
72Muse Spark 1.2 (Reasoning, Medium)100.0%$0.01838.3s100%
73GPT-4.1100.0%$0.01844.7s100%
74Z.AI GLM 5.2 (Reasoning, High)100.0%$0.0111.0m100%
75Nemotron 3 Super100.0%$0.00001.4m100%
76Claude Sonnet 5100.0%$0.02733.5s100%
77Aion 2.0100.0%$0.00641.3m100%
78Z.AI GLM 5100.0%$0.00841.2m100%
79GPT-4o, Aug. 6th (temp=1)99.8%$0.01824.4s97%
80DeepSeek V4 Pro100.0%$0.00481.3m100%
81Cohere Command R+ (Aug. 2024)100.0%$0.02052.5s100%
82GPT-5 Nano100.0%$0.00421.4m100%
83MiniMax M2.799.7%$0.00401.1m98%
84Qwen 3.5 35B100.0%$0.0181.0m100%
85o4 Mini High100.0%$0.02547.2s100%
86Gemma 4 31B100.0%$0.00101.6m100%
87Claude Sonnet 5 (Reasoning)100.0%$0.03038.9s100%
88Grok 4.5 (Reasoning, Low)100.0%$0.0181.1m100%
89Claude Sonnet 5 (Reasoning, Low)100.0%$0.03138.4s100%
90Thinking Machines Inkling100.0%$0.00751.5m100%
91Qwen 3 32B99.4%$0.001554.6s96%
92Claude Sonnet 4.6100.0%$0.03139.3s99%
93Claude Sonnet 4.5100.0%$0.03538.1s100%
94Claude Sonnet 4100.0%$0.03243.7s100%
95Gemini 2.5 Pro100.0%$0.03636.2s100%
96Z.AI GLM 4.7100.0%$0.0101.4m99%
97MiniMax M2.599.5%$0.00341.3m98%
98DeepSeek V3.2100.0%$0.00141.9m100%
99Qwen 3.5 122B100.0%$0.0251.1m100%
100GPT-OSS 120B99.9%$0.00151.8m99%
101Z.AI GLM 5.1100.0%$0.0141.5m100%
102Thinking Machines Inkling Small (Reasoning, High)100.0%$0.00881.7m100%
103Gemini 2.5 Flash99.1%$0.005210.6s89%
104Gemini 3.6 Flash (Reasoning)100.0%$0.04432.5s100%
105GPT-5.6 Terra (Reasoning)100.0%$0.04435.2s100%
106Aion 3.099.9%$0.0241.0m98%
107Grok 4.20 (Reasoning)100.0%$0.0181.5m100%
108DeepSeek V3.199.9%$0.00201.8m98%
109GPT-5.6 Terra100.0%$0.04636.9s100%
110Gemma 4 26B (Reasoning)100.0%$0.00132.0m99%
111Gemma 4 31B (Reasoning)100.0%$0.00142.2m100%
112Kimi K3 (Reasoning, Low)99.9%$0.0281.1m99%
113Qwen 3.5 27B100.0%$0.0201.6m100%
114Grok 4.5 (Reasoning, High)100.0%$0.0301.6m100%
115Muse Spark 1.3 (Reasoning, Medium)100.0%$0.0251.8m100%
116DeepSeek V4 Flash 0731 (Reasoning, High)100.0%$0.00222.6m100%
117Claude Opus 4.7100.0%$0.06930.4s100%
118ByteDance Seed 1.6100.0%$0.0132.5m100%
119Grok 4.3 (Reasoning)100.0%$0.0212.3m100%
120Gemini 3.5 Flash (Reasoning)100.0%$0.07137.6s100%
121Claude Opus 4.8 (Reasoning)100.0%$0.07141.7s100%
122GPT-5.4100.0%$0.0491.4m100%
123Claude Opus 4.8 (Reasoning, Low)100.0%$0.07141.9s100%
124Claude Opus 4.7 (Reasoning)100.0%$0.07632.0s100%
125Claude Sonnet 4.6 (Reasoning)100.0%$0.0601.2m100%
126GPT-5.4 (Reasoning, Low)100.0%$0.0551.4m100%
127Claude Opus 4.5100.0%$0.07053.4s100%
128Qwen 3.6 27B99.9%$0.0252.3m99%
129 Kimi K3 (Reasoning, High)100.0%$0.0441.8m100%
130MiniMax M3100.0%$0.00603.1m100%
131GPT-5.2100.0%$0.0561.5m100%
132Qwen 3.5 397B A17B99.9%$0.0143.0m99%
133Cydonia 24B V4.197.6%$0.001444.8s87%
134GPT-5.1100.0%$0.0541.8m100%
135Claude Opus 5100.0%$0.08250.1s100%
136Z.AI GLM 4.598.8%$0.005142.1s79%
137Kimi K2.5100.0%$0.0193.2m100%
138Claude Opus 4.6100.0%$0.0781.2m100%
139Qwen 3.7 Flash (Reasoning)98.8%$0.001055.2s79%
140Z.AI GLM 4.5 Air98.9%$0.002958.2s79%
141Z.AI GLM 4.698.9%$0.006551.5s79%
142Qwen 2.5 72B98.3%$0.001036.7s78%
143Grok 4.6 (Reasoning, High)99.9%$0.0422.5m98%
144Qwen 3.6 35B98.9%$0.00831.0m79%
145Aion 3.0 Mini98.9%$0.00531.2m79%
146Claude Opus 4.6 (Reasoning)100.0%$0.0881.4m100%
147Claude Opus 5 (Reasoning)100.0%$0.0981.0m100%
148Claude Opus 5 (Reasoning, Low)100.0%$0.0971.0m100%
149GPT-5.6 Sol100.0%$0.1051.2m100%
150Qwen 3.7 Max100.0%$0.0682.3m99%
151GPT-5.6 Sol (Reasoning)100.0%$0.1081.2m100%
152GPT-5100.0%$0.0652.8m100%
153Qwen 3.6 Max Preview100.0%$0.0503.5m100%
154Qwen 3.5 Plus (2026-04-20)98.9%$0.0171.8m79%
155ByteDance Seed 2.0 Mini99.9%$0.00454.9m98%
156Gemini 3.1 Pro (Preview)100.0%$0.1071.8m100%
157Hermes 3 70B97.3%$0.00101.2m75%
158DeepSeek V4 Pro 0813 (Reasoning, High)98.8%$0.0251.8m79%
159GPT-5.4 (Reasoning)100.0%$0.0892.6m100%
160Nemotron 3 Nano97.7%$0.00101.1m71%
161Hy4 Preview (Reasoning, High)100.0%$0.0404.4m100%
162Qwen 3.5 9B97.7%$0.00111.4m71%
163Thinking Machines Inkling (Reasoning)100.0%$0.0255.1m100%
164Qwen 3.8 Flash (Reasoning)98.9%$0.00643.1m79%
165GPT-5.5100.0%$0.1391.7m100%
166DeepSeek V4 Pro (Reasoning)98.9%$0.0153.1m79%
167GPT-5.5 (Reasoning, Low)100.0%$0.1391.8m100%
168Z.AI GLM 5.3 Flash (Reasoning, Max)100.0%$0.00316.5m100%
169GPT-5.5 (Reasoning)100.0%$0.1421.8m100%
170ByteDance Seed 2.0 Lite97.8%$0.0122.2m71%
171DeepSeek V3 (2025-03-24)94.6%$0.001439.4s65%
172Kimi K2.6100.0%$0.0586.5m100%
173Claude Opus 4100.0%$0.2091.4m100%
174Qwen 3.8 Max (Reasoning, XHigh)100.0%$0.0835.9m100%
175WizardLM 2 8x22b95.1%$0.00261.8m58%
176Mistral Small 3.2 24B98.1%$0.00695.7m77%
177Z.AI GLM 5.3 (Reasoning, Max)100.0%$0.0667.3m100%
178Qwen 3.8 27B (Reasoning, XHigh)95.6%$0.0404.7m59%
179Llama 3.1 70B87.2%$0.001529.4s35%
99.67%

Individual Scenarios

Detailed Writing Rules

Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
GPT-5100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.2100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
Grok 4.20100100100100100100.0%
Hermes 3 405B100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Qwen 3 32B100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Small 3.2 24B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Mistral NeMO100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
Qwen 3.5 Flash1001001001009899.7%
ByteDance Seed 1.6 Flash1001001001009899.6%
GPT-5.4 Mini (Reasoning, Low)1001001001009899.6%
Qwen 3 235B A22B Instruct 25071001001001009899.5%
Muse Spark 1.1 (Reasoning, Minimal)1001001001009799.4%
Gemini 3 Flash (Preview)1001001001009699.2%
MiniMax M2.51001001001009699.1%
GPT-OSS 120B1001001001009599.1%
Cydonia 24B V4.11009696966490.4%
DeepSeek V3 (2025-03-24)1001001001002885.6%
Gemini 2.5 Flash10010090686183.6%
Qwen 3.8 27B (Reasoning, XHigh)100100100100080.0%
ByteDance Seed 2.0 Lite100100100100080.0%
Llama 3.1 70B100100100100080.0%
Hermes 3 70B100100100100080.0%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.2100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
Grok 4.20100100100100100100.0%
Hermes 3 405B100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Mistral NeMO100100100100100100.0%
Ministral 8B100100100100100100.0%
Ministral 3B100100100100100100.0%
Xiaomi MIMO v2.51001001001009899.6%
MiniMax M2.5100100100999899.3%
GPT-4.1 Nano1001001001009599.0%
Hermes 3 70B1001001001009097.9%
Qwen 3 32B1001001001008597.0%
Mistral Small 3.2 24B1001001001006793.5%
Cydonia 24B V4.1100100100976291.7%
DeepSeek V3 (2025-03-24)1001001001003887.6%
Llama 3.1 70B100100100100080.0%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.2100100100100100100.0%
GPT-5.5100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
Qwen 3.6 27B100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
GPT-5.4100100100100100100.0%
Mistral Large 3100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
DeepSeek V4 Flash100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
Grok 4.20100100100100100100.0%
Hermes 3 405B100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Laguna S 2.1100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100.0%
Grok 4.3100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
Mistral Small 3.2 24B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Laguna XS 2.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Thinking Machines Inkling100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100.0%
Ministral 3 14B100100100100100100.0%
Ministral 3 8B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
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%
GPT-5 Nano1001001001009999.9%
Claude Opus 4.7 (Reasoning)1001001001009899.7%
Aion 3.0 Mini1001001001009899.7%
Z.AI GLM 5.3 Flash (Reasoning, Low)1001001001009599.0%
Qwen 3 32B1001001001009599.0%
MiniMax M2.71001001001009498.8%
Qwen 3.5 Plus (2026-02-15)1001001001009498.7%
Hermes 3 70B100100100958996.8%
Cydonia 24B V4.110010098888494.0%
Qwen 3.8 Flash (Reasoning)100100100100080.0%
Z.AI GLM 4.5 Air100100100100080.0%
Llama 3.1 70B100100100100080.0%
Nemotron 3 Nano100100100100080.0%
Qwen 3.5 9B10010010099079.8%