No remaining old names

Test: Text Replacement

Avg. Score
99.8%
Scenarios
6

Overall Performance

Rank ▲ Model Score Avg. Cost Avg. Time Stability
1Ministral 3B100.0%$0.00001.9s100%
2Gemini 2.5 Flash Lite100.0%$0.00031.6s100%
3Ministral 3 3B100.0%$0.00012.1s100%
4Mistral NeMO100.0%$0.00022.5s100%
5Ministral 3 8B100.0%$0.00023.1s100%
6Gemini 3.1 Flash Lite (Preview)100.0%$0.00091.7s100%
7Ministral 8B100.0%$0.00013.3s100%
8Mistral Small 4100.0%$0.00043.0s100%
9Inception Mercury 2100.0%$0.00121.6s100%
10GPT-4.1 Nano100.0%$0.00033.6s100%
11Gemini 3.5 Flash Lite (Reasoning, Minimal)100.0%$0.00141.4s100%
12Gemini 3.5 Flash Lite (Reasoning)100.0%$0.00141.5s100%
13Gemini 3.1 Flash Lite (Reasoning)100.0%$0.00092.6s100%
14Ministral 3 14B100.0%$0.00024.0s100%
15GPT-5.4 Nano (Reasoning, Low)100.0%$0.00073.0s100%
16GPT-5.4 Nano100.0%$0.00073.1s100%
17Claude Haiku 5.5 (Reasoning, Low)100.0%$0.00063.7s100%
18GPT-5.4 Nano (Reasoning)100.0%$0.00083.3s100%
19Gemini 2.5 Flash100.0%$0.00142.1s100%
20Mistral Small 3.2 24B100.0%$0.00024.7s100%
21GPT-6 Luna100.0%$0.00034.6s100%
22Gemini 3.1 Flash Lite100.0%$0.00093.5s100%
23Arcee AI: Trinity Mini100.0%$0.00025.5s100%
24GPT-6 Luna (Reasoning, Medium)100.0%$0.00035.4s100%
25Gemma 3 4B100.0%$0.00016.3s100%
26Gemini 3 Flash (Preview)100.0%$0.00183.4s100%
27GPT-5.4 Mini100.0%$0.00272.1s100%
28GPT-6 Luna (Reasoning, High)100.0%$0.00046.9s100%
29DeepSeek V4 Flash100.0%$0.00027.4s100%
30Grok 4.20100.0%$0.00204.1s100%
31Grok 4.3100.0%$0.00204.3s100%
32GPT-4.1 Mini100.0%$0.00106.2s100%
33Mistral Medium 3.1100.0%$0.00126.1s100%
34Laguna XS 2.1100.0%$0.00028.3s100%
35GPT-5.4 Mini (Reasoning, Low)100.0%$0.00283.1s100%
36Gemma 3 12B100.0%$0.00018.6s100%
37Claude Haiku 4.5100.0%$0.00342.8s100%
38Mistral Large 3100.0%$0.00117.5s100%
39GPT-5.6 Luna100.0%$0.00362.5s100%
40ByteDance Seed 1.6 Flash100.0%$0.00058.9s100%
41Qwen 3.5 Plus (2026-02-15)100.0%$0.00156.9s100%
42GPT-4o Mini (temp=1)100.0%$0.00049.1s100%
43GPT-4o Mini (temp=0)100.0%$0.00049.3s100%
44Z.AI GLM 5.3 Flash (Reasoning, Low)100.0%$0.00019.9s100%
45Mistral Large 4.0100.0%$0.00147.7s100%
46DeepSeek V4.1 Flash (Reasoning, High)100.0%$0.00128.3s100%
47Xiaomi MIMO v2.6 Pro100.0%$0.00089.1s100%
48GPT-5.4 Mini (Reasoning)100.0%$0.00363.7s100%
49Qwen 2.5 72B100.0%$0.000310.6s100%
50GPT-5.6 Luna (Reasoning, Medium)100.0%$0.00393.4s100%
51Gemini 3.6 Flash (Reasoning, Minimal)100.0%$0.00472.2s100%
52Mistral Medium 3.5100.0%$0.00462.8s100%
53Mistral Medium 3.5 (Reasoning)100.0%$0.00463.0s100%
54Gemini 2.5 Flash Lite (Reasoning)100.0%$0.001010.7s100%
55Cydonia 24B V4.1100.0%$0.000412.5s100%
56Mistral Small 4 (Reasoning)100.0%$0.001311.7s100%
57Gemini 2.5 Flash (Reasoning)100.0%$0.00416.2s100%
58GPT-4.1100.0%$0.00524.2s100%
59Laguna S 2.1100.0%$0.000215.0s100%
60GPT-4o, Aug. 6th (temp=1)100.0%$0.00652.6s100%
61GPT-4o, Aug. 6th (temp=0)100.0%$0.00652.6s100%
62Mistral Large 2100.0%$0.00427.2s100%
63Gemma 4 26B100.0%$0.000315.6s100%
64DeepSeek V3 (2024-12-26)100.0%$0.000714.7s100%
65Gemma 3 27B100.0%$0.000216.0s100%
66Muse Spark 1.1 (Reasoning, Minimal)100.0%$0.00545.9s100%
67Writer: Palmyra X5100.0%$0.003410.1s100%
68Gemini 4 Argon (Reasoning, Medium)100.0%$0.00634.4s100%
69DeepSeek-V2 Chat100.0%$0.000815.7s100%
70Xiaomi MIMO v2.5100.0%$0.002911.7s100%
71Qwen 3 235B A22B Instruct 2507100.0%$0.000317.1s100%
72Gemini 3.8 Flash (Reasoning, Medium)100.0%$0.00664.9s100%
73GPT-6 Sol100.0%$0.00625.7s100%
74Qwen 3.7 Flash (Reasoning)100.0%$0.000518.0s100%
75Gemini 3.7 Flash (Reasoning, Medium)100.0%$0.00676.4s100%
76Thinking Machines Inkling100.0%$0.002515.5s100%
77Xiaomi MIMO v2.5 Pro100.0%$0.003214.2s100%
78GPT-6 Sol (Reasoning, Medium)100.0%$0.00707.1s100%
79GPT-5.2100.0%$0.00805.2s100%
80GPT-5.6 Terra (Reasoning, Medium)100.0%$0.00903.3s100%
81GPT-5.6 Terra100.0%$0.00893.6s100%
82GPT-6.1 Sol (Reasoning, Medium)100.0%$0.00629.3s100%
83Llama 3.1 70B100.0%$0.000521.1s100%
84Z.AI GLM 5.2 (Reasoning, High)100.0%$0.004713.1s100%
85DeepSeek V4 Pro100.0%$0.000920.7s100%
86Claude Sonnet 5.5 (Reasoning)100.0%$0.00934.4s100%
87Thinking Machines Inkling Small (Reasoning, High)100.0%$0.003017.0s100%
88GPT-5.4100.0%$0.00895.3s100%
89Muse Spark 1.1 (Reasoning, Medium)100.0%$0.00748.5s100%
90GPT-5.4 (Reasoning, Low)100.0%$0.00915.3s100%
91Z.AI GLM 5 Turbo100.0%$0.005612.7s100%
92Qwen 3 32B100.0%$0.000722.9s100%
93Xiaomi MIMO v2.6 Flash100.0%$0.000323.9s100%
94Claude Sonnet 4.6100.0%$0.0104.4s100%
95MiniMax M3100.0%$0.001422.1s100%
96Claude Sonnet 4.5100.0%$0.0104.7s100%
97Hermes 3 405B100.0%$0.001123.5s100%
98Claude Sonnet 4100.0%$0.0105.6s100%
99Grok 4.20 (Reasoning)100.0%$0.005116.3s100%
100Claude Sonnet 5100.0%$0.00938.6s100%
101Muse Spark 1.2 (Reasoning, Medium)100.0%$0.00948.4s100%
102Qwen 3.6 Flash100.0%$0.005516.3s100%
103Muse Glimmer 30B (Reasoning, Medium)100.0%$0.001923.7s100%
104Z.AI GLM 4.5 Air100.0%$0.001225.3s100%
105Gemini 3 Flash (Preview, Reasoning)100.0%$0.007114.2s100%
106GPT-5.1100.0%$0.00959.5s100%
107Claude Sonnet 5 (Reasoning)100.0%$0.00989.0s100%
108Z.AI GLM 4.5100.0%$0.002723.4s100%
109Claude Sonnet 5 (Reasoning, Low)100.0%$0.01009.0s100%
110Gemma 4 31B100.0%$0.000328.8s100%
111GPT-5 Mini100.0%$0.003522.4s100%
112Z.AI GLM 5.3 Flash (Reasoning, Max)100.0%$0.000428.5s100%
113DeepSeek V3.1100.0%$0.000630.1s100%
114Qwen 3.6 35B100.0%$0.004323.7s100%
115GPT-5.4 (Reasoning)100.0%$0.0129.1s100%
116Cohere Command R+ (Aug. 2024)100.0%$0.006720.5s100%
117Grok 4.7 (Reasoning, High)100.0%$0.008916.3s100%
118Grok 4.5 (Reasoning, Low)100.0%$0.007919.2s100%
119Qwen 3.8 Flash (Reasoning)100.0%$0.000934.0s100%
120Muse Spark 1.3 (Reasoning, Medium)100.0%$0.009816.9s100%
121Qwen 3.8 27B (Reasoning, XHigh)100.0%$0.004828.0s100%
122Grok 4.5 (Reasoning, High)100.0%$0.01115.3s100%
123Aion 3.5 (Reasoning, High)100.0%$0.007123.3s100%
124o4 Mini100.0%$0.01017.1s100%
125Grok 4.3 (Reasoning)100.0%$0.006325.4s100%
126Nemotron 3 Super100.0%$0.000038.8s100%
127GPT-5 Nano100.0%$0.001635.8s100%
128Claude Opus 4.5100.0%$0.0175.2s100%
129Claude Opus 4.6100.0%$0.0175.5s100%
130ByteDance Seed 1.6100.0%$0.003133.5s100%
131DeepSeek V3.2100.0%$0.000439.4s100%
132Qwen 3.5 Flash100.0%$0.002136.3s100%
133GPT-5.6 Sol100.0%$0.0184.4s100%
134GPT-5.5100.0%$0.0184.6s100%
135ByteDance Seed 2.0 Lite100.0%$0.003235.4s100%
136Gemini 3.6 Flash (Reasoning)100.0%$0.0177.9s100%
137GPT-5.6 Sol (Reasoning, Medium)100.0%$0.0195.1s100%
138Kimi K3 (Reasoning, Low)100.0%$0.01120.0s100%
139GPT-5.5 (Reasoning, Low)100.0%$0.0195.6s100%
140Z.AI GLM 5.3 (Reasoning, Max)100.0%$0.008128.1s100%
141GPT-OSS 120B100.0%$0.000643.9s100%
142Aion 2.0100.0%$0.003238.9s100%
143DeepSeek V4 Flash (Reasoning)100.0%$0.000345.3s100%
144Z.AI GLM 4.6100.0%$0.004038.7s100%
145Z.AI GLM 5100.0%$0.006034.7s100%
146DeepSeek V4 Pro 0813 (Reasoning, High)100.0%$0.008531.7s100%
147GPT-5.5 (Reasoning, Medium)100.0%$0.0217.1s100%
148Gemini 3.5 Flash (Reasoning)100.0%$0.0218.5s100%
149Ember-1 (Reasoning, Max)100.0%$0.01618.1s100%
150Aion 3.5 Mini (Reasoning, High)100.0%$0.003044.7s100%
151Claude Opus 4.7 (Reasoning)100.0%$0.0234.2s100%
152Claude Opus 4.7100.0%$0.0234.3s100%
153Grok 4.6 (Reasoning, High)100.0%$0.01326.1s100%
154Qwen 3.5 35B100.0%$0.01031.8s100%
155Claude Opus 5.5 (Reasoning)100.0%$0.0228.4s100%
156MiniMax M2.5100.0%$0.001849.6s100%
157DeepSeek V4 Flash 0731 (Reasoning, High)100.0%$0.000652.5s100%
158Claude Opus 4.8 (Reasoning, Low)100.0%$0.0237.1s100%
159Claude Sonnet 4.6 (Reasoning)100.0%$0.02111.8s100%
160Claude Opus 4.8 (Reasoning)100.0%$0.0237.6s100%
161Claude Opus 5100.0%$0.0238.0s100%
162Aion 3.0100.0%$0.01132.6s100%
163Claude Opus 4.6 (Reasoning)100.0%$0.0239.4s100%
164 Kimi K3 (Reasoning, High)100.0%$0.01526.0s100%
165Claude Haiku 5.5 (Adaptive)97.6%$0.00074.3s70%
166Claude Opus 5 (Reasoning, Low)100.0%$0.0258.5s100%
167Gemini 2.5 Pro100.0%$0.02115.7s100%
168Z.AI GLM 4.7 Flash100.0%$0.001256.5s100%
169o4 Mini High100.0%$0.01626.3s100%
170Claude Opus 5 (Reasoning)100.0%$0.0258.7s100%
171MiniMax M2.7100.0%$0.004451.6s100%
172Qwen 3.5 27B100.0%$0.009841.7s100%
173Z.AI GLM 4.7100.0%$0.005053.3s100%
174Nemotron 3 Nano100.0%$0.00101.1m100%
175Mistral Large 4.0 (Reasoning)100.0%$0.007450.4s100%
176Qwen 3.8 Max (Reasoning, XHigh)100.0%$0.01340.8s100%
177Qwen 3.6 27B100.0%$0.01146.3s100%
178ByteDance Seed 2.0 Mini100.0%$0.00121.2m100%
179Z.AI GLM 5.1100.0%$0.008854.6s100%
180Muse Wonder (Reasoning, Medium)100.0%$0.0345.4s100%
181Gemma 4 31B (Reasoning)100.0%$0.00081.2m100%
182Qwen 3.5 Plus (2026-04-20)100.0%$0.009058.8s100%
183DeepSeek V4 Pro (Reasoning)100.0%$0.00351.2m100%
184Gemma 4 26B (Reasoning)100.0%$0.00091.3m100%
185GPT-5100.0%$0.02435.0s100%
186Thinking Machines Inkling (Reasoning)100.0%$0.00861.1m100%
187Qwen 3.5 9B100.0%$0.00101.4m100%
188Claude Haiku 5.5 (Reasoning, Medium)95.2%$0.00063.9s57%
189Qwen 3.5 122B100.0%$0.01949.1s100%
190WizardLM 2 8x22b97.6%$0.000738.0s70%
191Qwen 3.7 Max100.0%$0.02543.6s100%
192Gemini 3.5 Flash (Reasoning, Minimal)95.2%$0.00542.5s57%
193Gemini 3.1 Pro (Preview)100.0%$0.03533.4s100%
194Kimi K2.5100.0%$0.00791.5m100%
195Claude Opus 4100.0%$0.0517.7s100%
196Qwen 3.5 397B A17B100.0%$0.00711.6m100%
197Hy4 Preview (Reasoning, High)100.0%$0.0151.4m100%
198Kimi K2.6100.0%$0.0121.5m100%
199DeepSeek V3 (2025-03-24)95.2%$0.000636.3s57%
200Aion 3.0 Mini95.2%$0.003048.2s57%
201Qwen 3.6 Max Preview100.0%$0.0261.4m100%
202Hermes 3 70B81.0%$0.00141.7m21%
99.79%

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%
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%
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%
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%
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 (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%
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%
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%
Cohere Command R+ (Aug. 2024)100100100100100100100100.0%
Gemma 3 4B100100100100100100100100.0%
Ministral 3 3B100100100100100100100100.0%
Mistral NeMO100100100100100100100100.0%
Ministral 8B100100100100100100100100.0%
Ministral 3B100100100100100100100100.0%
Aion 3.0 Mini100100100100100100085.7%
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%
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%
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%
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%
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%
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 V3.1100100100100100100100100.0%
DeepSeek V3.2100100100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100100100.0%
DeepSeek V4 Pro100100100100100100100100.0%
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%
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%
Cohere Command R+ (Aug. 2024)100100100100100100100100.0%
Gemma 3 4B100100100100100100100100.0%
Ministral 3 3B100100100100100100100100.0%
Mistral NeMO100100100100100100100100.0%
Ministral 8B100100100100100100100100.0%
Ministral 3B100100100100100100100100.0%
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%
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%
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%
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%
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 (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%
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%
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%
Cohere Command R+ (Aug. 2024)100100100100100100100100.0%
Gemma 3 4B100100100100100100100100.0%
Ministral 3 3B100100100100100100100100.0%
Mistral NeMO100100100100100100100100.0%
Ministral 8B100100100100100100100100.0%
Ministral 3B100100100100100100100100.0%
Aion 3.0 Mini100100100100100100085.7%
WizardLM 2 8x22b100100100100100100085.7%

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%
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%
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%
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%
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%
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 V3.1100100100100100100100100.0%
DeepSeek V3.2100100100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100100100.0%
DeepSeek V4 Pro100100100100100100100100.0%
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%
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%
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%
Ministral 3 3B100100100100100100100100.0%
Mistral NeMO100100100100100100100100.0%
Ministral 8B100100100100100100100100.0%
Ministral 3B100100100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100085.7%
Hermes 3 70B1001001001001000071.4%
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%
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%
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%
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%
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%
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%
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 V3.1100100100100100100100100.0%
DeepSeek V3.2100100100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100100100.0%
DeepSeek V4 Pro100100100100100100100100.0%
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%
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%
Ministral 3 3B100100100100100100100100.0%
Mistral NeMO100100100100100100100100.0%
Ministral 8B100100100100100100100100.0%
Ministral 3B100100100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100085.7%
Claude Haiku 5.5 (Reasoning, Medium)1001001001001000071.4%
Hermes 3 70B100100100000042.9%
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%
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%
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%
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%
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 V3.1100100100100100100100100.0%
DeepSeek V3.2100100100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100100100.0%
DeepSeek V4 Pro100100100100100100100100.0%
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%
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%
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%
Ministral 3 3B100100100100100100100100.0%
Mistral NeMO100100100100100100100100.0%
Ministral 8B100100100100100100100100.0%
Ministral 3B100100100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100085.7%
Gemini 3.5 Flash (Reasoning, Minimal)1001001001001000071.4%
Hermes 3 70B1001001001001000071.4%