Structural similarity to original

Test: Text Replacement

Avg. Score
99.0%
Scenarios
4

Overall Performance

Rank ▲ Model Score Avg. Cost Avg. Time Stability
1Gemini 2.5 Flash Lite100.0%$0.00032.0s100%
2Ministral 8B100.0%$0.00013.6s100%
3Ministral 3 8B100.0%$0.00023.6s100%
4Mistral Small 4100.0%$0.00053.7s100%
5GPT-4.1 Nano100.0%$0.00034.4s100%
6Ministral 3 14B100.0%$0.00034.8s100%
7Gemini 3.1 Flash Lite (Preview)100.0%$0.00112.0s100%
8Gemini 3.1 Flash Lite100.0%$0.00112.6s100%
9GPT-5.4 Nano100.0%$0.00093.5s100%
10GPT-6 Luna100.0%$0.00045.5s100%
11Mistral Small 3.2 24B100.0%$0.00036.2s100%
12Gemini 3.5 Flash Lite (Reasoning, Minimal)100.0%$0.00181.7s100%
13Gemini 3.5 Flash Lite (Reasoning)100.0%$0.00181.8s100%
14Gemma 3 4B100.0%$0.00018.0s100%
15Gemini 2.5 Flash100.0%$0.00182.5s100%
16Gemini 3.1 Flash Lite (Reasoning)100.0%$0.00115.0s100%
17GPT-5.4 Nano (Reasoning, Low)100.0%$0.00115.4s100%
18DeepSeek V4 Flash100.0%$0.00029.8s100%
19Mistral Medium 3.1100.0%$0.00155.6s100%
20Laguna S 2.1100.0%$0.000210.2s100%
21Gemma 3 12B100.0%$0.000110.4s100%
22Gemini 3 Flash (Preview)100.0%$0.00223.9s100%
23GPT-4o Mini (temp=1)100.0%$0.000510.7s100%
24Claude Haiku 5.5 (Adaptive)100.0%$0.00138.2s100%
25GPT-4.1 Mini100.0%$0.00138.3s100%
26GPT-4o Mini (temp=0)100.0%$0.000511.6s100%
27Mistral Large 3100.0%$0.00138.8s100%
28Grok 4.20100.0%$0.00245.3s100%
29Grok 4.3100.0%$0.00255.4s100%
30GPT-5.4 Mini100.0%$0.00332.7s100%
31Qwen 2.5 72B100.0%$0.000313.2s100%
32Qwen 3.5 Plus (2026-02-15)100.0%$0.00188.7s100%
33GPT-6 Luna (Reasoning, Medium)100.0%$0.000712.5s100%
34Cydonia 24B V4.1100.0%$0.000515.2s100%
35Qwen 3 235B A22B Instruct 2507100.0%$0.000417.0s100%
36Claude Haiku 4.5100.0%$0.00424.2s100%
37GPT-5.6 Luna100.0%$0.00444.4s100%
38GPT-5.4 Mini (Reasoning, Low)100.0%$0.00405.6s100%
39Mistral Large 4.0100.0%$0.001813.3s100%
40GPT-6 Luna (Reasoning, High)100.0%$0.001017.2s100%
41Gemma 3 27B100.0%$0.000219.8s100%
42GPT-5.4 Nano (Reasoning)100.0%$0.002213.3s100%
43Gemini 3.6 Flash (Reasoning, Minimal)100.0%$0.00582.7s100%
44Mistral Medium 3.5100.0%$0.00573.4s100%
45Mistral Medium 3.5 (Reasoning)100.0%$0.00573.6s100%
46Gemma 4 26B100.0%$0.000323.3s100%
47Writer: Palmyra X5100.0%$0.004211.0s100%
48DeepSeek V4 Pro100.0%$0.001619.8s100%
49Gemini 3.5 Flash (Reasoning, Minimal)100.0%$0.00673.0s100%
50Mistral Large 2100.0%$0.00528.8s100%
51GPT-4.1100.0%$0.00645.3s100%
52Xiaomi MIMO v2.5100.0%$0.003915.2s100%
53Gemini 2.5 Flash Lite (Reasoning)100.0%$0.002221.7s100%
54Gemini 4 Argon (Reasoning, Medium)100.0%$0.00785.2s100%
55GPT-5.6 Luna (Reasoning, Medium)100.0%$0.00737.0s100%
56Thinking Machines Inkling100.0%$0.003220.9s100%
57Hermes 3 405B100.0%$0.001427.5s100%
58GPT-6 Sol100.0%$0.00768.3s100%
59Gemma 4 31B100.0%$0.000433.1s100%
60Qwen 3.7 Flash (Reasoning)100.0%$0.000935.7s100%
61Muse Glimmer 30B (Reasoning, Medium)100.0%$0.003427.8s100%
62GPT-5.6 Terra100.0%$0.0113.7s100%
63GPT-6.1 Sol (Reasoning, Medium)100.0%$0.008614.3s100%
64GPT-5.4100.0%$0.0117.2s100%
65Gemini 2.5 Flash (Reasoning)100.0%$0.009615.1s100%
66Xiaomi MIMO v2.5 Pro100.0%$0.006127.2s100%
67Claude Sonnet 4.6100.0%$0.0136.0s100%
68Claude Sonnet 4.5100.0%$0.0135.9s100%
69Claude Sonnet 5100.0%$0.01210.3s100%
70Claude Sonnet 4100.0%$0.0137.4s100%
71DeepSeek V3.2100.0%$0.000549.1s100%
72Muse Spark 1.1 (Reasoning, Medium)100.0%$0.01213.9s100%
73DeepSeek V4.1 Flash (Reasoning, High)100.0%$0.005338.5s100%
74Z.AI GLM 5.2 (Reasoning, High)100.0%$0.008528.1s100%
75GPT-6 Sol (Reasoning, Medium)100.0%$0.01314.4s100%
76GPT-5.4 (Reasoning, Low)100.0%$0.0159.8s100%
77GPT-5 Mini100.0%$0.006439.1s100%
78Gemini 3.7 Flash (Reasoning, Medium)100.0%$0.01412.9s100%
79Claude Sonnet 5.5 (Reasoning)100.0%$0.0178.1s100%
80MiniMax M2.5100.0%$0.001957.8s100%
81Grok 4.5 (Reasoning, Low)100.0%$0.01126.6s100%
82Z.AI GLM 4.6100.0%$0.005946.8s100%
83GPT-5.6 Terra (Reasoning, Medium)100.0%$0.0188.7s100%
84Z.AI GLM 4.5 Air100.0%$0.003556.7s100%
85GPT-5.2100.0%$0.01613.8s100%
86Claude Opus 4.5100.0%$0.0216.7s100%
87Claude Haiku 5.5 (Reasoning, Low)98.8%$0.00096.2s88%
88Claude Opus 4.6100.0%$0.0217.1s100%
89Z.AI GLM 5 Turbo100.0%$0.01432.0s100%
90GPT-5.5100.0%$0.0225.8s100%
91GPT-5.6 Sol100.0%$0.0226.2s100%
92ByteDance Seed 1.6100.0%$0.00571.0m100%
93GPT-5.1100.0%$0.01921.1s100%
94Laguna XS 2.198.8%$0.000320.6s88%
95Gemini 3 Flash (Preview, Reasoning)100.0%$0.01830.3s100%
96DeepSeek V3 (2024-12-26)98.8%$0.001019.4s88%
97Grok 4.20 (Reasoning)100.0%$0.01347.9s100%
98GPT-5.5 (Reasoning, Low)100.0%$0.0258.6s100%
99Claude Sonnet 5 (Reasoning)100.0%$0.02318.5s100%
100Claude Sonnet 5 (Reasoning, Low)100.0%$0.02318.8s100%
101Thinking Machines Inkling Small (Reasoning, High)100.0%$0.00921.1m100%
102Xiaomi MIMO v2.6 Pro100.0%$0.00461.4m100%
103Muse Spark 1.1 (Reasoning, Minimal)98.8%$0.00799.3s88%
104Claude Opus 4.7100.0%$0.0305.7s100%
105Kimi K3 (Reasoning, Low)100.0%$0.02036.8s100%
106Mistral Small 4 (Reasoning)98.8%$0.002828.3s88%
107Claude Opus 5100.0%$0.0309.7s100%
108Ministral 3B97.6%$0.00012.3s83%
109Qwen 3 32B98.8%$0.001040.2s88%
110DeepSeek V3 (2025-03-24)98.8%$0.000741.6s88%
111Claude Haiku 5.5 (Reasoning, Medium)97.6%$0.00096.5s83%
112Muse Spark 1.3 (Reasoning, Medium)100.0%$0.02147.7s100%
113Z.AI GLM 4.598.8%$0.004536.8s88%
114ByteDance Seed 1.6 Flash97.6%$0.000916.8s83%
115DeepSeek-V2 Chat97.6%$0.000918.8s83%
116Muse Spark 1.2 (Reasoning, Medium)98.8%$0.01512.7s88%
117Llama 3.1 70B97.6%$0.000624.7s83%
118GPT-5.4 Mini (Reasoning)98.8%$0.01323.6s88%
119Xiaomi MIMO v2.6 Flash100.0%$0.00132.2m100%
120Qwen 3.6 Flash98.8%$0.01133.6s88%
121GPT-5.4 (Reasoning)100.0%$0.03329.2s100%
122Ministral 3 3B96.4%$0.00012.4s79%
123GPT-OSS 120B97.6%$0.000735.0s83%
124GPT-5.6 Sol (Reasoning, Medium)100.0%$0.03815.6s100%
125Qwen 3.8 Flash (Reasoning)100.0%$0.00532.1m100%
126Qwen 3.5 Plus (2026-04-20)100.0%$0.0161.6m100%
127Grok 4.5 (Reasoning, High)100.0%$0.03053.6s100%
128Claude Opus 4.7 (Reasoning)100.0%$0.0448.9s100%
129Claude Opus 5.5 (Reasoning)100.0%$0.04216.4s100%
130GPT-5.5 (Reasoning, Medium)100.0%$0.04415.9s100%
131Claude Opus 5 (Reasoning)100.0%$0.04515.6s100%
132ByteDance Seed 2.0 Lite98.8%$0.00681.3m88%
133Aion 3.5 Mini (Reasoning, High)100.0%$0.00982.3m100%
134GPT-5100.0%$0.03551.8s100%
135Claude Opus 4.8 (Reasoning, Low)100.0%$0.04715.9s100%
136Gemini 3.6 Flash (Reasoning)100.0%$0.04522.7s100%
137Claude Opus 4.8 (Reasoning)100.0%$0.04716.2s100%
138Qwen 3.6 35B97.6%$0.008244.9s83%
139Claude Opus 5 (Reasoning, Low)100.0%$0.05017.1s100%
140Z.AI GLM 5100.0%$0.0162.2m100%
141 Kimi K3 (Reasoning, High)100.0%$0.0351.2m100%
142Z.AI GLM 4.7100.0%$0.0112.5m100%
143Gemini 2.5 Pro100.0%$0.04634.9s100%
144Gemini 3.8 Flash (Reasoning, Medium)100.0%$0.04733.8s100%
145Gemma 4 26B (Reasoning)100.0%$0.00303.0m100%
146Grok 4.3 (Reasoning)98.8%$0.0151.2m88%
147Qwen 3.5 35B98.8%$0.0191.0m88%
148Qwen 3.5 27B100.0%$0.0251.9m100%
149Muse Wonder (Reasoning, Medium)100.0%$0.05613.2s100%
150o4 Mini97.6%$0.01930.0s83%
151Grok 4.6 (Reasoning, High)100.0%$0.0341.4m100%
152Inception Mercury 294.0%$0.00182.5s74%
153DeepSeek V3.195.2%$0.000835.6s77%
154DeepSeek V4 Flash 0731 (Reasoning, High)98.8%$0.00252.2m88%
155Z.AI GLM 5.1100.0%$0.0262.1m100%
156Cohere Command R+ (Aug. 2024)95.4%$0.007925.9s78%
157Grok 4.7 (Reasoning, High)100.0%$0.0371.5m100%
158Qwen 3.5 397B A17B100.0%$0.0103.1m100%
159Claude Opus 4100.0%$0.06310.6s100%
160Mistral Large 4.0 (Reasoning)100.0%$0.0212.6m100%
161Qwen 3.8 27B (Reasoning, XHigh)100.0%$0.0212.6m100%
162Mistral NeMO93.2%$0.00023.1s70%
163Z.AI GLM 5.3 Flash (Reasoning, Max)100.0%$0.00253.7m100%
164DeepSeek V4 Pro (Reasoning)100.0%$0.0123.2m100%
165MiniMax M3100.0%$0.00943.4m100%
166GPT-4o, Aug. 6th (temp=0)96.4%$0.00783.2s63%
167Qwen 3.7 Max100.0%$0.0491.4m100%
168MiniMax M2.797.6%$0.00841.9m83%
169Qwen 3.5 122B98.8%$0.0301.4m88%
170DeepSeek V4 Flash (Reasoning)95.2%$0.00091.3m77%
171Qwen 3.6 27B97.6%$0.0201.4m83%
172o4 Mini High98.8%$0.03958.8s88%
173GPT-5 Nano95.2%$0.00351.3m77%
174Gemma 4 31B (Reasoning)100.0%$0.00184.2m100%
175Z.AI GLM 4.7 Flash96.4%$0.00242.0m79%
176Aion 3.5 (Reasoning, High)98.8%$0.0291.7m88%
177Z.AI GLM 5.3 Flash (Reasoning, Low)94.0%$0.000316.3s60%
178Thinking Machines Inkling (Reasoning)100.0%$0.0263.3m100%
179Qwen 3.5 Flash96.4%$0.00391.1m63%
180Claude Sonnet 4.6 (Reasoning)100.0%$0.07150.0s100%
181Claude Opus 4.6 (Reasoning)100.0%$0.07637.6s100%
182Aion 2.095.2%$0.00561.2m61%
183Hy4 Preview (Reasoning, High)100.0%$0.0383.5m100%
184Qwen 3.6 Max Preview100.0%$0.0492.9m100%
185GPT-4o, Aug. 6th (temp=1)92.9%$0.00753.4s48%
186ByteDance Seed 2.0 Mini96.4%$0.00303.3m79%
187Ember-1 (Reasoning, Max)100.0%$0.0791.6m100%
188Nemotron 3 Super90.5%$0.00001.6m70%
189WizardLM 2 8x22b93.1%$0.00101.1m50%
190Kimi K2.598.8%$0.0204.2m88%
191Gemini 3.5 Flash (Reasoning)96.4%$0.04921.0s63%
192Aion 3.0 Mini94.0%$0.00732.0m60%
193Aion 3.096.4%$0.0321.7m63%
194Gemini 3.1 Pro (Preview)100.0%$0.0991.5m100%
195Arcee AI: Trinity Mini85.7%$0.000623.0s55%
196Qwen 3.5 9B91.7%$0.00172.4m58%
197Nemotron 3 Nano87.0%$0.00222.5m64%
198Kimi K2.698.8%$0.0444.8m88%
199Qwen 3.8 Max (Reasoning, XHigh)100.0%$0.0714.6m100%
200Z.AI GLM 5.3 (Reasoning, Max)100.0%$0.0645.5m100%
201DeepSeek V4 Pro 0813 (Reasoning, High)92.6%$0.0412.5m53%
202Hermes 3 70B78.6%$0.00141.8m18%
98.97%

Individual Scenarios

Generic Prompt

Model # 1 # 2 # 3 # 4 # 5 # 6 # 7 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100100100.0%
Ember-1 (Reasoning, Max)100100100100100100100100.0%
Muse Wonder (Reasoning, Medium)100100100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)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-6 Luna (Reasoning, High)100100100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100100100.0%
Gemini 4 Argon (Reasoning, Medium)100100100100100100100100.0%
Z.AI GLM 5.1100100100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100100100.0%
GPT-5.5 (Reasoning, Medium)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%
Claude Sonnet 5.5 (Reasoning)100100100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100100100.0%
Grok 4.7 (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, Medium)100100100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100100100.0%
Claude Opus 4.6100100100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100100100.0%
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%
GPT-5.1100100100100100100100100.0%
Claude Sonnet 4.6100100100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100100100.0%
MiniMax M3100100100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100100100.0%
GPT-6 Sol100100100100100100100100.0%
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%
Claude Haiku 5.5 (Adaptive)100100100100100100100100.0%
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%
Xiaomi MIMO v2.6 Flash100100100100100100100100.0%
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%
Qwen 3.5 Flash100100100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100100100.0%
Mistral Medium 3.5 (Reasoning)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%
Claude Haiku 5.5 (Reasoning, Low)100100100100100100100100.0%
Mistral Large 4.0100100100100100100100100.0%
Mistral Medium 3.5100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100100100.0%
GPT-5.4100100100100100100100100.0%
Mistral Large 3100100100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100100100.0%
DeepSeek-V2 Chat100100100100100100100100.0%
Qwen 3.5 9B100100100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100100100.0%
GPT-6 Luna100100100100100100100100.0%
Aion 3.0 Mini100100100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100100100.0%
Claude Haiku 4.5100100100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100100100.0%
DeepSeek V3.2100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100100100.0%
DeepSeek V4 Pro100100100100100100100100.0%
DeepSeek V4 Flash100100100100100100100100.0%
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%
GPT-5.4 Nano (Reasoning)100100100100100100100100.0%
Laguna S 2.1100100100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100100100.0%
Qwen 3 32B100100100100100100100100.0%
Writer: Palmyra X5100100100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100100100.0%
Grok 4.3100100100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)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%
Thinking Machines Inkling100100100100100100100100.0%
Qwen 2.5 72B100100100100100100100100.0%
Cydonia 24B V4.1100100100100100100100100.0%
GPT-5.4 Nano100100100100100100100100.0%
WizardLM 2 8x22b100100100100100100100100.0%
Ministral 3 14B100100100100100100100100.0%
Ministral 3 8B100100100100100100100100.0%
GPT-4.1 Nano100100100100100100100100.0%
Hermes 3 70B100100100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100100100.0%
Gemma 3 4B100100100100100100100100.0%
Ministral 3 3B100100100100100100100100.0%
Mistral NeMO100100100100100100100100.0%
Ministral 8B100100100100100100100100.0%
Aion 3.5 (Reasoning, High)1001001001001001006795.2%
DeepSeek V3.11001001001001001006795.2%
Qwen 3.5 122B1001001001001001006795.2%
ByteDance Seed 2.0 Mini1001001001001001006795.2%
Z.AI GLM 4.7 Flash1001001001001001006795.2%
ByteDance Seed 1.6 Flash1001001001001001006795.2%
Ministral 3B1001001001001001006795.2%
DeepSeek V4 Pro 0813 (Reasoning, High)1001001001001001002589.3%
Arcee AI: Trinity Mini6767676767676766.7%
Model # 1 # 2 # 3 # 4 # 5 # 6 # 7 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100100100.0%
Ember-1 (Reasoning, Max)100100100100100100100100.0%
Muse Wonder (Reasoning, Medium)100100100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)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%
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-6 Luna (Reasoning, High)100100100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100100100.0%
Gemini 4 Argon (Reasoning, Medium)100100100100100100100100.0%
Z.AI GLM 5.1100100100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100100100.0%
GPT-5.5 (Reasoning, Medium)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%
Claude Sonnet 5.5 (Reasoning)100100100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100100100.0%
Grok 4.7 (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, Medium)100100100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100100100.0%
Claude Opus 4.6100100100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100100100.0%
GPT-5100100100100100100100100.0%
GPT-5 Mini100100100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100100100.0%
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%
GPT-5.1100100100100100100100100.0%
Claude Sonnet 4.6100100100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)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%
GPT-6 Sol100100100100100100100100.0%
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%
Claude Haiku 5.5 (Adaptive)100100100100100100100100.0%
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%
Qwen 3.7 Flash (Reasoning)100100100100100100100100.0%
Gemini 2.5 Pro100100100100100100100100.0%
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%
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%
Xiaomi MIMO v2.6 Flash100100100100100100100100.0%
Claude Opus 4100100100100100100100100.0%
GPT-4.1100100100100100100100100.0%
MiniMax M2.5100100100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100100100.0%
Aion 2.0100100100100100100100100.0%
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%
Mistral Medium 3.5 (Reasoning)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%
Mistral Large 4.0100100100100100100100100.0%
Mistral Medium 3.5100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100100100.0%
GPT-5.4100100100100100100100100.0%
Mistral Large 3100100100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100100100.0%
DeepSeek-V2 Chat100100100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100100100.0%
GPT-6 Luna100100100100100100100100.0%
Aion 3.0 Mini100100100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100100100.0%
Claude Haiku 4.5100100100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100100100.0%
DeepSeek V3.2100100100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100100100.0%
DeepSeek V4 Pro100100100100100100100100.0%
DeepSeek V4 Flash100100100100100100100100.0%
Inception Mercury 2100100100100100100100100.0%
Mistral Large 2100100100100100100100100.0%
GPT-4.1 Mini100100100100100100100100.0%
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-5.4 Nano (Reasoning)100100100100100100100100.0%
Laguna S 2.1100100100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100100100.0%
Qwen 3 32B100100100100100100100100.0%
Writer: Palmyra X5100100100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100100100.0%
Grok 4.3100100100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)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%
Mistral Small 4100100100100100100100100.0%
Thinking Machines Inkling100100100100100100100100.0%
Qwen 2.5 72B100100100100100100100100.0%
Cydonia 24B V4.1100100100100100100100100.0%
GPT-5.4 Nano100100100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100100100.0%
Ministral 3 14B100100100100100100100100.0%
Ministral 3 8B100100100100100100100100.0%
GPT-4.1 Nano100100100100100100100100.0%
Hermes 3 70B100100100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100100100.0%
Gemma 3 4B100100100100100100100100.0%
Ministral 3 3B100100100100100100100100.0%
Ministral 8B100100100100100100100100.0%
Ministral 3B100100100100100100100100.0%
Cohere Command R+ (Aug. 2024)10010010010097949297.5%
Grok 4.3 (Reasoning)1001001001001001006795.2%
o4 Mini High1001001001001001006795.2%
Z.AI GLM 5.3 Flash (Reasoning, Low)1001001001001001006795.2%
DeepSeek V3.11001001001001001006795.2%
Laguna XS 2.11001001001001001006795.2%
Muse Spark 1.2 (Reasoning, Medium)1001001001001001006795.2%
Muse Spark 1.1 (Reasoning, Minimal)1001001001001001006795.2%
Qwen 3.5 35B1001001001001001006795.2%
Claude Haiku 5.5 (Reasoning, Low)1001001001001001006795.2%
Qwen 3.6 27B100100100100100676790.5%
Qwen 3.6 35B100100100100100676790.5%
o4 Mini100100100100100676790.5%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100676790.5%
Qwen 3.5 9B100100100100100676790.5%
GPT-4o, Aug. 6th (temp=0)100100100100100100085.7%
GPT-4o, Aug. 6th (temp=1)100100100100100100085.7%
GPT-5 Nano10010010010067676785.7%
Mistral NeMO1001001006767585277.6%
Nemotron 3 Super100100676767676776.2%
Nemotron 3 Nano100100676767674673.2%
WizardLM 2 8x22b1001001001001007072.5%

Specific Prompt

Model # 1 # 2 # 3 # 4 # 5 # 6 # 7 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100100100.0%
Ember-1 (Reasoning, Max)100100100100100100100100.0%
Muse Wonder (Reasoning, Medium)100100100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)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-6 Luna (Reasoning, High)100100100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100100100.0%
Gemini 4 Argon (Reasoning, Medium)100100100100100100100100.0%
Z.AI GLM 5.1100100100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100100100.0%
Grok 4.7 (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, Medium)100100100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100100100.0%
Claude Opus 4.6100100100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100100100.0%
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%
GPT-5.1100100100100100100100100.0%
Claude Sonnet 4.6100100100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)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%
GPT-6 Sol100100100100100100100100.0%
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%
Claude Haiku 5.5 (Adaptive)100100100100100100100100.0%
GPT-5.5100100100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100100100.0%
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%
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%
Xiaomi MIMO v2.6 Flash100100100100100100100100.0%
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%
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%
Qwen 3.5 Flash100100100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100100100.0%
Gemma 4 31B100100100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100100100.0%
GPT-5.6 Luna100100100100100100100100.0%
Gemma 4 26B100100100100100100100100.0%
GPT-OSS 120B100100100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Low)100100100100100100100100.0%
Mistral Large 4.0100100100100100100100100.0%
Mistral Medium 3.5100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100100100.0%
GPT-5.4100100100100100100100100.0%
Mistral Large 3100100100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100100100.0%
DeepSeek-V2 Chat100100100100100100100100.0%
Qwen 3.5 9B100100100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100100100.0%
GPT-6 Luna100100100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100100100.0%
Claude Haiku 4.5100100100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100100100.0%
DeepSeek V3.2100100100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100100100.0%
DeepSeek V4 Pro100100100100100100100100.0%
DeepSeek V4 Flash100100100100100100100100.0%
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%
GPT-5.4 Nano (Reasoning)100100100100100100100100.0%
Laguna S 2.1100100100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100100100.0%
Qwen 3 32B100100100100100100100100.0%
Writer: Palmyra X5100100100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100100100.0%
Grok 4.3100100100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100100100.0%
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%
Thinking Machines Inkling100100100100100100100100.0%
Qwen 2.5 72B100100100100100100100100.0%
Cydonia 24B V4.1100100100100100100100100.0%
GPT-5.4 Nano100100100100100100100100.0%
WizardLM 2 8x22b100100100100100100100100.0%
Ministral 3 14B100100100100100100100100.0%
Ministral 3 8B100100100100100100100100.0%
GPT-4.1 Nano100100100100100100100100.0%
Gemma 3 4B100100100100100100100100.0%
Ministral 3 3B100100100100100100100100.0%
Ministral 8B100100100100100100100100.0%
Ministral 3B100100100100100100100100.0%
Aion 2.01001001001001001006795.2%
Z.AI GLM 4.51001001001001001006795.2%
DeepSeek V3 (2024-12-26)1001001001001001006795.2%
DeepSeek V3.11001001001001001006795.2%
GPT-5.4 Mini (Reasoning)1001001001001001006795.2%
Qwen 3.6 Flash1001001001001001006795.2%
DeepSeek V4 Flash 0731 (Reasoning, High)1001001001001001006795.2%
ByteDance Seed 1.6 Flash1001001001001001006795.2%
Mistral NeMO1001001001001001006795.2%
ByteDance Seed 2.0 Mini100100100100100676790.5%
Llama 3.1 70B100100100100100676790.5%
Gemini 3.5 Flash (Reasoning)100100100100100100085.7%
Aion 3.0100100100100100100085.7%
Nemotron 3 Nano10010010010067676785.7%
Hermes 3 70B100100100100100100085.7%
Cohere Command R+ (Aug. 2024)1001001009767646184.1%
DeepSeek V4 Flash (Reasoning)1001001006767676781.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)10010010010010067081.0%
Aion 3.0 Mini10010010010010067081.0%
Arcee AI: Trinity Mini1001001001006767076.2%
Model # 1 # 2 # 3 # 4 # 5 # 6 # 7 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100100100.0%
Ember-1 (Reasoning, Max)100100100100100100100100.0%
Muse Wonder (Reasoning, Medium)100100100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)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-6 Luna (Reasoning, High)100100100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100100100.0%
Gemini 4 Argon (Reasoning, Medium)100100100100100100100100.0%
Z.AI GLM 5.1100100100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100100100.0%
GPT-5.5 (Reasoning, Medium)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%
Claude Sonnet 5.5 (Reasoning)100100100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100100100.0%
Claude Opus 4.6100100100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100100100.0%
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%
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, Medium)100100100100100100100100.0%
MiniMax M3100100100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100100100.0%
Qwen 3.5 122B100100100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100100100.0%
GPT-6 Sol100100100100100100100100.0%
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%
Claude Haiku 5.5 (Adaptive)100100100100100100100100.0%
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%
Xiaomi MIMO v2.6 Flash100100100100100100100100.0%
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%
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%
Gemini 3 Flash (Preview)100100100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100100100.0%
Mistral Medium 3.5 (Reasoning)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%
Claude Haiku 5.5 (Reasoning, Low)100100100100100100100100.0%
Mistral Large 4.0100100100100100100100100.0%
Mistral Medium 3.5100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100100100.0%
GPT-5.4100100100100100100100100.0%
Mistral Large 3100100100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Medium)100100100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100100100.0%
GPT-6 Luna100100100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100100100.0%
Claude Haiku 4.5100100100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100100100.0%
DeepSeek V3.2100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100100100.0%
DeepSeek V4 Pro100100100100100100100100.0%
DeepSeek V4 Flash100100100100100100100100.0%
Mistral Large 2100100100100100100100100.0%
GPT-4.1 Mini100100100100100100100100.0%
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-5.4 Nano (Reasoning)100100100100100100100100.0%
Laguna S 2.1100100100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100100100.0%
Writer: Palmyra X5100100100100100100100100.0%
Qwen 3 235B A22B Instruct 2507100100100100100100100100.0%
Grok 4.3100100100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)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%
Thinking Machines Inkling100100100100100100100100.0%
Qwen 2.5 72B100100100100100100100100.0%
Cydonia 24B V4.1100100100100100100100100.0%
GPT-5.4 Nano100100100100100100100100.0%
WizardLM 2 8x22b100100100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100100100.0%
Ministral 3 14B100100100100100100100100.0%
Ministral 3 8B100100100100100100100100.0%
GPT-4.1 Nano100100100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100100100.0%
Gemma 3 4B100100100100100100100100.0%
Mistral NeMO100100100100100100100100.0%
Ministral 8B100100100100100100100100.0%
Kimi K2.51001001001001001006795.2%
ByteDance Seed 2.0 Lite1001001001001001006795.2%
Mistral Small 4 (Reasoning)1001001001001001006795.2%
Ministral 3B1001001001001001006795.2%
Kimi K2.61001001001001001006795.2%
Aion 3.0 Mini1001001001001001006795.2%
DeepSeek V3.11001001001001001006795.2%
GPT-5 Nano1001001001001001006795.2%
DeepSeek V3 (2025-03-24)1001001001001001006795.2%
Qwen 3 32B1001001001001001006795.2%
MiniMax M2.7100100100100100676790.5%
GPT-OSS 120B100100100100100676790.5%
DeepSeek-V2 Chat100100100100100676790.5%
Z.AI GLM 4.7 Flash100100100100100676790.5%
Nemotron 3 Nano100100100100100675789.1%
Aion 2.0100100100100100100085.7%
Qwen 3.5 Flash100100100100100100085.7%
Nemotron 3 Super10010010010067676785.7%
GPT-4o, Aug. 6th (temp=1)100100100100100100085.7%
Ministral 3 3B10010010010067676785.7%
DeepSeek V4 Pro 0813 (Reasoning, High)10010010010010067081.0%
Inception Mercury 2100100676767676776.2%
Qwen 3.5 9B1001001001006767076.2%
Hermes 3 70B1001000000028.6%