Forbidden words eliminated

Test: Text Replacement

Avg. Score
96.1%
Scenarios
2

Overall Performance

Rank ▲ Model Score Avg. Cost Avg. Time Stability
1Gemini 2.5 Flash Lite100.0%$0.00031.5s100%
2Mistral Small 4100.0%$0.00042.9s100%
3Gemini 3.1 Flash Lite (Preview)100.0%$0.00091.7s100%
4Inception Mercury 2100.0%$0.00101.4s100%
5Gemini 3.1 Flash Lite (Reasoning)100.0%$0.00091.8s100%
6Gemini 3.1 Flash Lite100.0%$0.00092.7s100%
7Gemma 3 4B100.0%$0.00015.9s100%
8Mistral Small 3.2 24B100.0%$0.00025.5s100%
9Gemini 3.5 Flash Lite (Reasoning, Minimal)100.0%$0.00141.4s100%
10Gemini 3.5 Flash Lite (Reasoning)100.0%$0.00141.7s100%
11Gemini 2.5 Flash100.0%$0.00142.1s100%
12Mistral Medium 3.1100.0%$0.00124.9s100%
13Gemini 3 Flash (Preview)100.0%$0.00183.5s100%
14GPT-4.1 Mini100.0%$0.00106.3s100%
15GPT-4o Mini (temp=1)100.0%$0.00049.0s100%
16GPT-4o Mini (temp=0)100.0%$0.00049.3s100%
17Grok 4.20100.0%$0.00194.2s100%
18Mistral Large 3100.0%$0.00107.2s100%
19Qwen 3.5 Plus (2026-02-15)100.0%$0.00157.1s100%
20Claude Haiku 4.5100.0%$0.00332.7s100%
21Gemini 2.5 Flash Lite (Reasoning)100.0%$0.001210.6s100%
22Qwen 3 235B A22B Instruct 2507100.0%$0.000314.7s100%
23GPT-5.6 Luna100.0%$0.00363.3s100%
24Gemma 3 27B100.0%$0.000215.6s100%
25GPT-5.6 Luna (Reasoning)100.0%$0.00423.5s100%
26DeepSeek V3 (2024-12-26)100.0%$0.000715.6s100%
27DeepSeek-V2 Chat100.0%$0.000716.0s100%
28Gemini 3.6 Flash (Reasoning, Minimal)100.0%$0.00472.4s100%
29DeepSeek V4.1 Flash (Reasoning, High)100.0%$0.001713.0s100%
30Gemma 4 26B100.0%$0.000219.4s100%
31DeepSeek V4 Pro100.0%$0.001117.3s100%
32Gemini 3.5 Flash (Reasoning, Minimal)100.0%$0.00542.6s100%
33Mistral Large 2100.0%$0.00427.1s100%
34GPT-4.1100.0%$0.00524.2s100%
35Gemma 4 31B100.0%$0.000322.0s100%
36Gemini 2.5 Flash (Reasoning)100.0%$0.00497.8s100%
37GPT-4o, Aug. 6th (temp=0)100.0%$0.00642.5s100%
38GPT-4o, Aug. 6th (temp=1)100.0%$0.00642.6s100%
39Z.AI GLM 4.5 Air100.0%$0.001121.6s100%
40Z.AI GLM 5.2 (Reasoning, High)100.0%$0.003912.2s100%
41Muse Spark 1.1 (Reasoning, Minimal)100.0%$0.00566.8s100%
42Qwen 3.7 Flash (Reasoning)100.0%$0.000624.5s100%
43Hermes 3 405B100.0%$0.001123.2s100%
44DeepSeek V4 Flash (Reasoning)100.0%$0.000525.5s100%
45Xiaomi MIMO v2.5100.0%$0.003815.4s100%
46Mistral Small 4 (Reasoning)100.0%$0.002122.4s100%
47Z.AI GLM 4.5100.0%$0.002721.2s100%
48Gemini 3.8 Flash (Reasoning, Medium)100.0%$0.00755.3s100%
49Llama 3.1 70B100.0%$0.000530.4s100%
50Gemini 3.7 Flash (Reasoning, Medium)100.0%$0.00717.3s100%
51GPT-5.2100.0%$0.00795.5s100%
52GPT-5.6 Terra100.0%$0.00893.2s100%
53Z.AI GLM 5 Turbo100.0%$0.006213.5s100%
54Muse Glimmer 30B (Reasoning, Medium)100.0%$0.002527.1s100%
55Nemotron 3 Super100.0%$0.000036.7s100%
56DeepSeek V3.1100.0%$0.000735.8s100%
57GPT-5.6 Terra (Reasoning)100.0%$0.00954.8s100%
58Xiaomi MIMO v2.5 Pro100.0%$0.004822.2s100%
59WizardLM 2 8x22b100.0%$0.000736.8s100%
60Claude Sonnet 4.6100.0%$0.0104.4s100%
61Claude Sonnet 4.5100.0%$0.0104.6s100%
62Claude Sonnet 4100.0%$0.0105.5s100%
63Muse Spark 1.1 (Reasoning, Medium)100.0%$0.008710.6s100%
64Claude Sonnet 5100.0%$0.00938.9s100%
65DeepSeek V3 (2025-03-24)100.0%$0.000540.7s100%
66DeepSeek V4 Flash 0731 (Reasoning, High)100.0%$0.000640.6s100%
67Gemma 3 12B97.6%$0.00018.1s83%
68GPT-5 Mini100.0%$0.004727.4s100%
69Z.AI GLM 5.3 Flash (Reasoning, Max)100.0%$0.000542.1s100%
70Muse Spark 1.2 (Reasoning, Medium)100.0%$0.01010.5s100%
71DeepSeek V3.2100.0%$0.000444.9s100%
72Qwen 2.5 72B97.6%$0.000310.1s83%
73Qwen 3.6 Flash100.0%$0.007021.9s100%
74Grok 4.397.6%$0.00204.8s83%
75Thinking Machines Inkling Small (Reasoning, High)100.0%$0.004332.2s100%
76Hermes 3 70B100.0%$0.000745.2s100%
77Qwen 3.6 35B100.0%$0.005429.2s100%
78ByteDance Seed 1.6 Flash97.6%$0.000711.7s83%
79MiniMax M3100.0%$0.002241.8s100%
80Z.AI GLM 4.6100.0%$0.003935.8s100%
81Claude Sonnet 5 (Reasoning, Low)100.0%$0.01210.9s100%
82ByteDance Seed 1.6100.0%$0.003640.0s100%
83Claude Sonnet 5 (Reasoning)100.0%$0.01210.8s100%
84GPT-5 Nano100.0%$0.001946.4s100%
85Qwen 3.8 Flash (Reasoning)100.0%$0.001249.6s100%
86Kimi K3 (Reasoning, Low)100.0%$0.01018.4s100%
87Qwen 3.5 Flash100.0%$0.002848.6s100%
88Grok 4.20 (Reasoning)100.0%$0.008230.3s100%
89GPT-5.4 (Reasoning)100.0%$0.01411.3s100%
90Nemotron 3 Nano100.0%$0.000956.9s100%
91Qwen 3.8 27B (Reasoning, XHigh)100.0%$0.006338.7s100%
92Grok 4.5 (Reasoning, Low)100.0%$0.008532.0s100%
93Claude Opus 4.5100.0%$0.0175.4s100%
94Claude Opus 4.6100.0%$0.0175.4s100%
95o4 Mini100.0%$0.01320.7s100%
96Aion 3.0100.0%$0.01028.8s100%
97Mistral NeMO92.9%$0.00023.0s73%
98GPT-5.6 Sol100.0%$0.0185.9s100%
99GPT-5.4 Mini (Reasoning)97.6%$0.00769.3s83%
100GPT-5.5 (Reasoning, Low)100.0%$0.0195.6s100%
101Gemini 3 Flash (Preview, Reasoning)100.0%$0.01423.7s100%
102Aion 2.0100.0%$0.004358.1s100%
103Z.AI GLM 5.1100.0%$0.008344.3s100%
104GPT-5.197.6%$0.00878.2s83%
105ByteDance Seed 2.0 Lite100.0%$0.005157.6s100%
106GPT-5.6 Sol (Reasoning)100.0%$0.0198.8s100%
107 Kimi K3 (Reasoning, High)100.0%$0.01526.4s100%
108Gemini 3.6 Flash (Reasoning)100.0%$0.0209.4s100%
109Muse Spark 1.3 (Reasoning, Medium)100.0%$0.01331.4s100%
110Claude Sonnet 4.6 (Reasoning)100.0%$0.01912.0s100%
111GPT-5.5 (Reasoning)100.0%$0.0216.8s100%
112MiniMax M2.597.6%$0.001639.6s83%
113Grok 4.5 (Reasoning, High)100.0%$0.01626.6s100%
114Gemini 3.5 Flash (Reasoning)100.0%$0.0219.0s100%
115Writer: Palmyra X592.9%$0.00348.3s73%
116Aion 3.0 Mini100.0%$0.00401.2m100%
117Claude Opus 4.7 (Reasoning)100.0%$0.0233.8s100%
118Claude Opus 4.7100.0%$0.0234.2s100%
119Cydonia 24B V4.190.5%$0.000412.3s70%
120Qwen 3.5 35B100.0%$0.01340.1s100%
121GPT-OSS 120B92.9%$0.000423.5s73%
122Claude Opus 4.6 (Reasoning)100.0%$0.0239.1s100%
123Claude Opus 4.8 (Reasoning, Low)100.0%$0.0237.0s100%
124GPT-5.4 Nano (Reasoning)88.1%$0.00104.3s68%
125Claude Opus 5100.0%$0.0237.9s100%
126DeepSeek V4 Pro 0813 (Reasoning, High)100.0%$0.01345.2s100%
127Claude Opus 4.8 (Reasoning)100.0%$0.0237.6s100%
128Qwen 3 32B95.2%$0.001036.9s77%
129Cohere Command R+ (Aug. 2024)97.6%$0.006633.5s83%
130Z.AI GLM 4.7 Flash100.0%$0.00141.5m100%
131GPT-5.4 Mini (Reasoning, Low)88.1%$0.00293.3s68%
132Grok 4.3 (Reasoning)100.0%$0.01155.1s100%
133Qwen 3.6 27B100.0%$0.01351.7s100%
134Claude Opus 5 (Reasoning)100.0%$0.0258.7s100%
135GPT-5100.0%$0.02027.9s100%
136Claude Opus 5 (Reasoning, Low)100.0%$0.0259.0s100%
137Qwen 3.5 27B100.0%$0.01354.9s100%
138Z.AI GLM 5.3 (Reasoning, Max)100.0%$0.01454.1s100%
139GPT-5.597.6%$0.0184.7s83%
140Z.AI GLM 5100.0%$0.00851.2m100%
141MiniMax M2.795.2%$0.003144.2s77%
142Qwen 3.5 Plus (2026-04-20)100.0%$0.0111.2m100%
143o4 Mini High100.0%$0.02234.0s100%
144GPT-5.4 (Reasoning, Low)90.5%$0.00925.5s70%
145Qwen 3.5 122B100.0%$0.01848.0s100%
146Qwen 3.8 Max (Reasoning, XHigh)100.0%$0.01758.9s100%
147Grok 4.6 (Reasoning, High)100.0%$0.02052.8s100%
148DeepSeek V4 Flash90.5%$0.00029.0s47%
149Qwen 3.5 9B100.0%$0.00142.0m100%
150GPT-5.485.7%$0.00896.0s67%
151Qwen 3.7 Max100.0%$0.02545.2s100%
152Gemma 4 31B (Reasoning)100.0%$0.00092.2m100%
153Gemini 3.1 Pro (Preview)100.0%$0.03028.5s100%
154Ministral 3 14B81.0%$0.00023.9s49%
155Z.AI GLM 4.7100.0%$0.00641.9m100%
156Thinking Machines Inkling (Reasoning)100.0%$0.0101.7m100%
157Laguna XS 2.190.5%$0.000325.1s47%
158GPT-5.4 Mini81.0%$0.00272.2s49%
159Kimi K2.5100.0%$0.0101.8m100%
160Z.AI GLM 5.3 Flash (Reasoning, Low)85.7%$0.00029.2s40%
161Gemini 2.5 Pro100.0%$0.03627.8s100%
162ByteDance Seed 2.0 Mini100.0%$0.00242.6m100%
163Gemma 4 26B (Reasoning)100.0%$0.00182.6m100%
164Kimi K2.6100.0%$0.0162.0m100%
165Claude Opus 4100.0%$0.0507.9s100%
166Qwen 3.5 397B A17B100.0%$0.00932.6m100%
167Ministral 8B76.2%$0.00013.2s23%
168Ministral 3 8B71.4%$0.00023.0s24%
169Hy4 Preview (Reasoning, High)100.0%$0.0222.2m100%
170DeepSeek V4 Pro (Reasoning)100.0%$0.0103.0m100%
171Qwen 3.6 Max Preview100.0%$0.0311.8m100%
172Thinking Machines Inkling71.4%$0.002611.3s10%
173Arcee AI: Trinity Mini69.0%$0.001034.9s18%
174GPT-4.1 Nano45.2%$0.00033.8s11%
175GPT-5.4 Nano35.7%$0.00073.1s16%
176GPT-5.4 Nano (Reasoning, Low)38.1%$0.00083.3s7%
177Laguna S 2.135.7%$0.000211.5s9%
178Ministral 3B16.7%$0.00001.8s11%
179Ministral 3 3B19.0%$0.00011.9s0%
96.08%

Individual Scenarios

Generic Prompt

Model # 1 # 2 # 3 # 4 # 5 # 6 # 7 Avg ▼
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100100100.0%
GPT-5.6 Sol (Reasoning)100100100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100100100.0%
Qwen 3.7 Max100100100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100100100.0%
Z.AI GLM 5.1100100100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100100100.0%
Kimi K2.6100100100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100100100.0%
GPT-5.6 Terra (Reasoning)100100100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100100100.0%
Claude Opus 4.6100100100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100100100.0%
GPT-5100100100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100100100.0%
GPT-5 Mini100100100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100100100.0%
Kimi K2.5100100100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100100100.0%
GPT-5.6 Sol100100100100100100100100.0%
Claude Sonnet 4.6100100100100100100100100.0%
GPT-5.6 Luna (Reasoning)100100100100100100100100.0%
MiniMax M3100100100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100100100.0%
Qwen 3.5 122B100100100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100100100.0%
Qwen 3.5 27B100100100100100100100100.0%
Claude Opus 5100100100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100100100.0%
Claude Opus 4.7100100100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100100100.0%
Claude Opus 4.5100100100100100100100100.0%
Z.AI GLM 5100100100100100100100100.0%
ByteDance Seed 1.6100100100100100100100100.0%
GPT-5.2100100100100100100100100.0%
GPT-5.5100100100100100100100100.0%
Qwen 3.6 Flash100100100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100100100.0%
Aion 3.0100100100100100100100100.0%
o4 Mini High100100100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100100100.0%
Gemini 2.5 Pro100100100100100100100100.0%
Qwen 3.6 27B100100100100100100100100.0%
GPT-5.6 Terra100100100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100100100.0%
Z.AI GLM 4.7100100100100100100100100.0%
Qwen 3.6 35B100100100100100100100100.0%
Z.AI GLM 4.6100100100100100100100100.0%
Claude Sonnet 4100100100100100100100100.0%
Claude Sonnet 4.5100100100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100100100.0%
Claude Sonnet 5100100100100100100100100.0%
Claude Opus 4100100100100100100100100.0%
Qwen 3.5 35B100100100100100100100100.0%
GPT-4.1100100100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100100100.0%
Aion 2.0100100100100100100100100.0%
o4 Mini100100100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100100100.0%
Qwen 3.5 Flash100100100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100100100.0%
Gemma 4 31B100100100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100100100.0%
GPT-5.6 Luna100100100100100100100100.0%
Z.AI GLM 4.5100100100100100100100100.0%
Gemma 4 26B100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100100100.0%
Mistral Large 3100100100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100100100.0%
DeepSeek-V2 Chat100100100100100100100100.0%
Qwen 3.5 9B100100100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100100100.0%
Aion 3.0 Mini100100100100100100100100.0%
Claude Haiku 4.5100100100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100100100.0%
DeepSeek V3.1100100100100100100100100.0%
DeepSeek V3.2100100100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100100100.0%
DeepSeek V4 Pro100100100100100100100100.0%
Inception Mercury 2100100100100100100100100.0%
Nemotron 3 Super100100100100100100100100.0%
Mistral Large 2100100100100100100100100.0%
GPT-4.1 Mini100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100100100.0%
Grok 4.20100100100100100100100100.0%
Hermes 3 405B100100100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100100100.0%
Gemini 2.5 Flash100100100100100100100100.0%
GPT-5.4 Mini100100100100100100100100.0%
GPT-5 Nano100100100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100100100.0%
Writer: Palmyra X5100100100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100100100.0%
Grok 4.3100100100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100100100.0%
Llama 3.1 70B100100100100100100100100.0%
Mistral Small 3.2 24B100100100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100100100.0%
Mistral Medium 3.1100100100100100100100100.0%
Gemma 3 12B100100100100100100100100.0%
Gemma 3 27B100100100100100100100100.0%
Laguna XS 2.1100100100100100100100100.0%
Mistral Small 4100100100100100100100100.0%
Nemotron 3 Nano100100100100100100100100.0%
WizardLM 2 8x22b100100100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100100100.0%
Hermes 3 70B100100100100100100100100.0%
Gemma 3 4B100100100100100100100100.0%
Mistral NeMO100100100100100100100100.0%
GPT-5.11001001001001001006795.2%
GPT-5.4 Mini (Reasoning)1001001001001001006795.2%
MiniMax M2.51001001001001001006795.2%
Qwen 2.5 72B1001001001001001006795.2%
Cohere Command R+ (Aug. 2024)1001001001001001006795.2%
MiniMax M2.7100100100100100676790.5%
GPT-5.4100100100100100676790.5%
GPT-5.4 Mini (Reasoning, Low)100100100100100676790.5%
GPT-5.4 Nano (Reasoning)100100100100100676790.5%
Qwen 3 32B100100100100100676790.5%
Arcee AI: Trinity Mini100100100100100676790.5%
GPT-OSS 120B10010010010067676785.7%
DeepSeek V4 Flash100100100100100100085.7%
Cydonia 24B V4.110010010010067676785.7%
Laguna S 2.110067676767676771.4%
GPT-4.1 Nano100100100676767071.4%
Ministral 3 14B6767676767673361.9%
Thinking Machines Inkling10010010010000057.1%
Ministral 8B10010010033330052.4%
Ministral 3 8B67676767330042.9%
GPT-5.4 Nano (Reasoning, Low)100100333300038.1%
GPT-5.4 Nano67673333330033.3%
Ministral 3B3333000009.5%
Ministral 3 3B330000004.8%

Specific Prompt

Model # 1 # 2 # 3 # 4 # 5 # 6 # 7 Avg ▼
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100100100.0%
GPT-5.6 Sol (Reasoning)100100100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100100100.0%
Qwen 3.7 Max100100100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100100100.0%
Z.AI GLM 5.1100100100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100100100.0%
Kimi K2.6100100100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100100100.0%
GPT-5.6 Terra (Reasoning)100100100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100100100.0%
Claude Opus 4.6100100100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100100100.0%
GPT-5100100100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100100100.0%
GPT-5 Mini100100100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100100100.0%
Kimi K2.5100100100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100100100.0%
GPT-5.6 Sol100100100100100100100100.0%
GPT-5.1100100100100100100100100.0%
Claude Sonnet 4.6100100100100100100100100.0%
GPT-5.6 Luna (Reasoning)100100100100100100100100.0%
MiniMax M3100100100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100100100.0%
Qwen 3.5 122B100100100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100100100.0%
Qwen 3.5 27B100100100100100100100100.0%
Claude Opus 5100100100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100100100.0%
Claude Opus 4.7100100100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100100100.0%
Claude Opus 4.5100100100100100100100100.0%
Z.AI GLM 5100100100100100100100100.0%
ByteDance Seed 1.6100100100100100100100100.0%
GPT-5.2100100100100100100100100.0%
Qwen 3.6 Flash100100100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100100100.0%
Aion 3.0100100100100100100100100.0%
o4 Mini High100100100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100100100.0%
Gemini 2.5 Pro100100100100100100100100.0%
Qwen 3.6 27B100100100100100100100100.0%
GPT-5.6 Terra100100100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100100100.0%
Z.AI GLM 4.7100100100100100100100100.0%
Qwen 3.6 35B100100100100100100100100.0%
Z.AI GLM 4.6100100100100100100100100.0%
Claude Sonnet 4100100100100100100100100.0%
Claude Sonnet 4.5100100100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100100100.0%
Claude Sonnet 5100100100100100100100100.0%
Claude Opus 4100100100100100100100100.0%
Qwen 3.5 35B100100100100100100100100.0%
GPT-4.1100100100100100100100100.0%
MiniMax M2.5100100100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100100100.0%
Aion 2.0100100100100100100100100.0%
o4 Mini100100100100100100100100.0%
MiniMax M2.7100100100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100100100.0%
Qwen 3.5 Flash100100100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100100100.0%
Gemma 4 31B100100100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100100100.0%
GPT-5.6 Luna100100100100100100100100.0%
Z.AI GLM 4.5100100100100100100100100.0%
Gemma 4 26B100100100100100100100100.0%
GPT-OSS 120B100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100100100.0%
Mistral Large 3100100100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100100100.0%
DeepSeek-V2 Chat100100100100100100100100.0%
Qwen 3.5 9B100100100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100100100.0%
Aion 3.0 Mini100100100100100100100100.0%
Claude Haiku 4.5100100100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100100100.0%
DeepSeek V3.1100100100100100100100100.0%
DeepSeek V3.2100100100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100100100.0%
DeepSeek V4 Pro100100100100100100100100.0%
Inception Mercury 2100100100100100100100100.0%
Nemotron 3 Super100100100100100100100100.0%
Mistral Large 2100100100100100100100100.0%
GPT-4.1 Mini100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100100100.0%
Grok 4.20100100100100100100100100.0%
Hermes 3 405B100100100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100100100.0%
Gemini 2.5 Flash100100100100100100100100.0%
GPT-5 Nano100100100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100100100.0%
Qwen 3 32B100100100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100100100.0%
Llama 3.1 70B100100100100100100100100.0%
Mistral Small 3.2 24B100100100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100100100.0%
Mistral Medium 3.1100100100100100100100100.0%
Gemma 3 27B100100100100100100100100.0%
Mistral Small 4100100100100100100100100.0%
Nemotron 3 Nano100100100100100100100100.0%
Qwen 2.5 72B100100100100100100100100.0%
WizardLM 2 8x22b100100100100100100100100.0%
Ministral 3 14B100100100100100100100100.0%
Ministral 3 8B100100100100100100100100.0%
Hermes 3 70B100100100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100100100.0%
Gemma 3 4B100100100100100100100100.0%
Ministral 8B100100100100100100100100.0%
GPT-5.51001001001001001006795.2%
DeepSeek V4 Flash1001001001001001006795.2%
Grok 4.31001001001001001006795.2%
Gemma 3 12B1001001001001001006795.2%
Cydonia 24B V4.11001001001001001006795.2%
ByteDance Seed 1.6 Flash1001001001001001006795.2%
GPT-5.4 Mini (Reasoning, Low)10010010010067676785.7%
Writer: Palmyra X510010010010067676785.7%
Mistral NeMO10010010010067676785.7%
GPT-5.4 Nano (Reasoning)10010010010067676785.7%
Thinking Machines Inkling100100100100100100085.7%
GPT-5.4 (Reasoning, Low)1001001006767676781.0%
GPT-5.41001001006767676781.0%
Laguna XS 2.110010010010010067081.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)1001001001006733071.4%
GPT-5.4 Mini6767676767673361.9%
Arcee AI: Trinity Mini1001001003300047.6%
GPT-5.4 Nano67676733330038.1%
GPT-5.4 Nano (Reasoning, Low)10067673300038.1%
Ministral 3 3B67673333330033.3%
Ministral 3B33333333330023.8%
GPT-4.1 Nano673333000019.0%
Laguna S 2.100000000.0%