Matches Regex

Test: Voice/dialogue sheets

Avg. Score
65.4%
Scenarios
5

Overall Performance

Rank ▲ Model Score Avg. Cost Avg. Time Stability
1Gemma 4 31B100.0%$0.00018.3s100%
2Claude Sonnet 4.6100.0%$0.00331.9s100%
3Claude Sonnet 4100.0%$0.00332.8s100%
4Claude Opus 4.6100.0%$0.00553.9s100%
5Claude Opus 4.6 (Reasoning)100.0%$0.00603.1s100%
6Grok 4.5 (Reasoning, High)100.0%$0.00499.0s100%
7Claude Sonnet 598.0%$0.00324.2s72%
8GPT-4.196.0%$0.00172.6s61%
9Thinking Machines Inkling92.0%$0.00085.2s46%
10GPT-4o, Aug. 6th (temp=0)92.0%$0.00222.4s46%
11Gemini 2.5 Flash88.0%$0.0005933ms35%
12ByteDance Seed 1.694.0%$0.001314.2s53%
13Gemma 4 26B88.0%$0.00014.5s35%
14Claude Sonnet 5 (Reasoning, Low)92.0%$0.00375.0s46%
15Qwen 3.5 Plus (2026-02-15)86.0%$0.00056.6s31%
16Grok 4.5 (Reasoning, Low)92.0%$0.003410.7s46%
17Claude Sonnet 5 (Reasoning)90.0%$0.00374.6s40%
18DeepSeek V3 (2025-03-24)84.0%$0.00036.1s27%
19Grok 4.20 (Reasoning)92.0%$0.003512.9s46%
20Gemini 3.5 Flash Lite (Reasoning, Minimal)80.0%$0.0005776ms20%
21Claude Haiku 4.582.0%$0.00111.6s23%
22Gemini 3 Flash (Preview)80.0%$0.00061.8s20%
23Claude Sonnet 4.6 (Reasoning)90.0%$0.00533.3s40%
24Mistral Large 380.0%$0.00044.1s20%
25Gemini 3.1 Flash Lite (Reasoning)78.0%$0.00031.4s17%
26Gemini 3.6 Flash (Reasoning)92.0%$0.00713.8s46%
27GPT-4o, Aug. 6th (temp=1)82.0%$0.00222.3s23%
28DeepSeek-V2 Chat80.0%$0.00018.2s20%
29Gemini 3.1 Flash Lite76.0%$0.00031.1s15%
30Claude Sonnet 4.584.0%$0.00332.8s27%
31DeepSeek V4 Pro82.0%$0.000412.1s23%
32GPT-4.1 Mini76.0%$0.00032.7s15%
33Gemini 3.5 Flash Lite (Reasoning)74.0%$0.0005677ms12%
34GPT-5.6 Terra80.0%$0.00291.6s20%
35Z.AI GLM 4.576.0%$0.00045.3s15%
36Mistral Small 3.2 24B72.0%$0.00012.1s10%
37DeepSeek V3 (2024-12-26)74.0%$0.00034.6s12%
38Llama 3.1 70B72.0%$0.00051.5s10%
39Writer: Palmyra X578.0%$0.00108.1s17%
40DeepSeek V3.176.0%$0.00028.4s15%
41Grok 4.2072.0%$0.00071.5s10%
42Gemini 3.1 Flash Lite (Preview)70.0%$0.0003979ms8%
43Qwen3 235B A22B Instruct 250772.0%$0.00014.9s10%
44Gemini 3.5 Flash (Reasoning, Minimal)74.0%$0.00181.2s12%
45Gemini 2.5 Flash Lite (Reasoning)70.0%$0.00032.7s8%
46Gemma 4 31B (Reasoning)92.0%$0.000343.9s46%
47Gemini 2.5 Flash Lite66.0%$0.0001610ms5%
48MoonshotAI: Kimi K3 (Reasoning, Low)80.0%$0.00337.5s20%
49Z.AI GLM 5 Turbo78.0%$0.00307.7s17%
50Hermes 3 70B68.0%$0.00026.0s7%
51DeepSeek V4 Flash (Reasoning)78.0%$0.000220.6s17%
52ByteDance Seed 1.6 Flash66.0%$0.00024.5s5%
53GPT-5.4 (Reasoning)80.0%$0.00495.4s20%
54Gemini 3 Flash (Preview, Reasoning)72.0%$0.00244.3s10%
55Xiaomi MIMO v2.570.0%$0.00136.2s8%
56Xiaomi MIMO v2.5 Pro72.0%$0.00157.9s10%
57Mistral Large 270.0%$0.00184.7s8%
58Cohere Command R+ (Aug. 2024)70.0%$0.00233.2s8%
59Mistral Small 460.0%$0.00011.3s2%
60DeepSeek V4 Flash62.0%$0.00013.7s3%
61Gemini 3.5 Flash (Reasoning)86.0%$0.00874.2s31%
62Qwen3.7 Max98.0%$0.01323.9s72%
63GPT-5.6 Luna (Reasoning)66.0%$0.00163.0s5%
64GPT-5.6 Terra (Reasoning)70.0%$0.00312.2s8%
65GPT-4o Mini (temp=0)60.0%$0.00013.7s2%
66Grok 4.360.0%$0.00081.7s2%
67Claude Opus 4.7 (Reasoning)82.0%$0.00801.8s23%
68Claude Opus 4.8 (Reasoning, Low)82.0%$0.00793.1s23%
69Qwen 3.5 122B88.0%$0.007317.5s35%
70GPT-5 Mini72.0%$0.001813.0s10%
71GPT-5.5 (Reasoning, Low)78.0%$0.00653.3s17%
72Qwen 3.6 35B72.0%$0.002212.2s10%
73GPT-5.4 Mini (Reasoning)64.0%$0.00184.1s4%
74MoonshotAI: Kimi K3 (Reasoning, High)80.0%$0.005411.4s20%
75Z.AI GLM 5.2 (Reasoning, High)74.0%$0.003310.5s12%
76ByteDance Seed 2.0 Lite76.0%$0.001820.6s15%
77Aion 3.074.0%$0.003710.3s12%
78Claude Opus 4.780.0%$0.00802.2s20%
79Qwen 3.5 35B82.0%$0.005117.7s23%
80Claude Opus 4.8 (Reasoning)80.0%$0.00793.2s20%
81Grok 4.3 (Reasoning)80.0%$0.003820.2s20%
82Gemma 3 12B52.0%$0.00004.1s0%
83Z.AI GLM 4.7 Flash70.0%$0.000521.5s8%
84MiniMax M2.756.0%$0.00066.8s1%
85MiniMax M356.0%$0.00047.8s1%
86Qwen 3.6 Flash68.0%$0.003110.1s7%
87Claude Opus 4.570.0%$0.00552.9s8%
88Hermes 3 405B58.0%$0.000013.3s1%
89Mistral Small 4 (Reasoning)48.0%$0.00044.2s0%
90DeepSeek V3.250.0%$0.00026.7s0%
91Thinking Machines Inkling (Reasoning)86.0%$0.003538.0s31%
92GPT-4o Mini (temp=1)60.0%$0.000115.0s2%
93GPT-5.4 Mini (Reasoning, Low)48.0%$0.00102.2s0%
94Qwen 3.5 Flash70.0%$0.001222.0s8%
95Ministral 3 8B40.0%$0.00011.2s0%
96Cydonia 24B V4.144.0%$0.00013.6s0%
97GPT-5.6 Sol68.0%$0.00582.1s7%
98GPT-4.1 Nano40.0%$0.00012.0s0%
99GPT-5.4 Nano (Reasoning, Low)40.0%$0.00021.4s0%
100GPT-5.254.0%$0.00252.1s0%
101GPT-5.4 (Reasoning, Low)58.0%$0.00343.2s1%
102GPT-5.5 (Reasoning)76.0%$0.00834.6s15%
103Laguna XS 2.144.0%$0.00016.5s0%
104GPT-5.164.0%$0.00416.9s4%
105MiniMax M2.548.0%$0.00067.7s0%
106GPT-5.6 Luna42.0%$0.00121.2s0%
107GPT-5.4 Mini40.0%$0.00091.1s0%
108GPT-5.6 Sol (Reasoning)68.0%$0.00632.7s7%
109Aion 2.066.0%$0.001520.9s5%
110Z.AI GLM 5.182.0%$0.004533.2s23%
111Gemini 3.6 Flash (Reasoning, Minimal)40.0%$0.00161.1s0%
112WizardLM 2 8x22b42.0%$0.00047.6s0%
113o4 Mini60.0%$0.00368.6s2%
114Nemotron 3 Super42.0%$0.00009.8s0%
115Gemma 3 4B30.0%$0.00001.9s0%
116GPT-5.4 Nano30.0%$0.00021.4s0%
117Gemini 2.5 Flash (Reasoning)38.0%$0.00142.7s0%
118Muse Spark 1.1 (Reasoning, Minimal)46.0%$0.00273.3s0%
119GPT-5.560.0%$0.00582.3s2%
120Gemma 3 27B30.0%$0.00015.0s0%
121Inception Mercury 226.0%$0.0004823ms0%
122Claude Opus 5 (Reasoning, Low)74.0%$0.00964.6s12%
123GPT-5.4 Nano (Reasoning)24.0%$0.00031.5s0%
124Qwen 3.6 27B76.0%$0.005625.4s15%
125Gemma 4 26B (Reasoning)60.0%$0.000327.8s2%
126Muse Spark 1.1 (Reasoning, Medium)48.0%$0.00384.9s0%
127Ministral 3 14B20.0%$0.00011.5s0%
128Mistral NeMO22.0%$0.00013.2s0%
129Z.AI GLM 4.5 Air36.0%$0.000511.1s0%
130Mistral Medium 3.122.0%$0.00043.2s0%
131Qwen 3.5 27B66.0%$0.004420.4s5%
132GPT-5.434.0%$0.00302.0s0%
133Laguna S 2.128.0%$0.000110.6s0%
134Qwen 2.5 72B20.0%$0.00024.9s0%
135Claude Opus 5 (Reasoning)68.0%$0.00944.5s7%
136Qwen 3 32B50.0%$0.000624.6s0%
137GPT-OSS 120B38.0%$0.000318.0s0%
138Aion 3.0 Mini56.0%$0.001525.7s1%
139GPT-5 Nano44.0%$0.000721.1s0%
140Ministral 3B10.0%$0.00001.1s0%
141ByteDance Seed 2.0 Mini64.0%$0.000737.7s4%
142Claude Opus 486.0%$0.0177.0s31%
143Ministral 8B8.0%$0.00011.5s0%
144Claude Opus 558.0%$0.00804.4s1%
145Qwen3.6 Max Preview96.0%$0.01446.9s61%
146Nemotron 3 Nano22.0%$0.000213.0s0%
147Qwen 3.5 Plus (2026-04-20)64.0%$0.004229.1s4%
148Ministral 3 3B0.0%$0.0001835ms0%
149Z.AI GLM 556.0%$0.003526.7s1%
150Arcee AI: Trinity Mini8.0%$0.00018.1s0%
151Qwen 3.5 9B76.0%$0.00071.1m15%
152Gemini 3.1 Pro (Preview)74.0%$0.01312.9s12%
153MoonshotAI: Kimi K2.550.0%$0.004030.8s0%
154Z.AI GLM 4.654.0%$0.002539.8s0%
155GPT-558.0%$0.01119.2s1%
156Gemini 2.5 Pro40.0%$0.0118.4s0%
157DeepSeek V4 Pro (Reasoning)70.0%$0.00391.1m8%
158Qwen 3.5 397B A17B82.0%$0.00861.1m23%
159Z.AI GLM 4.760.0%$0.00271.1m2%
160o4 Mini High58.0%$0.005258.3s1%
161MoonshotAI: Kimi K2.650.0%$0.00661.1m0%
65.43%

Individual Scenarios

Model # 1 # 2 # 3 # 4 # 5 # 6 # 7 # 8 # 9 # 10 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100100100100100100.0%
Qwen3.7 Max100100100100100100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100100100100100100.0%
Claude Opus 4.6100100100100100100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100100100100100100.0%
Claude Sonnet 4.6100100100100100100100100100100100.0%
Claude Opus 4.7100100100100100100100100100100100.0%
Claude Sonnet 4100100100100100100100100100100100.0%
Claude Sonnet 4.5100100100100100100100100100100100.0%
Claude Opus 4100100100100100100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100100100100100100.0%
Gemma 4 31B100100100100100100100100100100100.0%
Gemma 4 26B100100100100100100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100100100100100100.0%
Claude Haiku 4.5100100100100100100100100100100100.0%
Mistral Large 2100100100100100100100100100100100.0%
Gemini 2.5 Flash100100100100100100100100100100100.0%
Qwen3.6 Max Preview100100100100100100100100100090.0%
Qwen 3.5 122B100100100100100100100100100090.0%
Gemma 4 26B (Reasoning)100100100100100100100100100090.0%
Claude Sonnet 5100100100100100100100100100090.0%
GPT-4.1100100100100100100100100100090.0%
Xiaomi MIMO v2.5 Pro100100100100100100100100100090.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100100100100090.0%
GPT-4.1 Mini100100100100100100100100100090.0%
Claude Sonnet 5 (Reasoning)1001001001001001001001000080.0%
Claude Sonnet 5 (Reasoning, Low)1001001001001001001001000080.0%
Gemini 3 Flash (Preview, Reasoning)1001001001001001001001000080.0%
Gemma 4 31B (Reasoning)1001001001001001001001000080.0%
ByteDance Seed 1.61001001001001001001001000080.0%
DeepSeek V3.21001001001001001001001000080.0%
Thinking Machines Inkling1001001001001001001001000080.0%
Z.AI GLM 5.110010010010010010010000070.0%
MoonshotAI: Kimi K3 (Reasoning, Low)10010010010010010010000070.0%
Grok 4.5 (Reasoning, Low)10010010010010010010000070.0%
Aion 2.010010010010010010010000070.0%
GPT-5.6 Luna10010010010010010010000070.0%
DeepSeek V3.110010010010010010010000070.0%
Z.AI GLM 5 Turbo100100100100100100000060.0%
Qwen 3.5 397B A17B100100100100100100000060.0%
Grok 4.20 (Reasoning)100100100100100100000060.0%
Z.AI GLM 5100100100100100100000060.0%
Gemini 2.5 Flash (Reasoning)100100100100100100000060.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100000060.0%
GPT-5.4 (Reasoning)1001001001001000000050.0%
Z.AI GLM 5.2 (Reasoning, High)1001001001001000000050.0%
MoonshotAI: Kimi K3 (Reasoning, High)1001001001001000000050.0%
Grok 4.3 (Reasoning)1001001001001000000050.0%
Qwen 3.5 27B1001001001001000000050.0%
Claude Opus 4.51001001001001000000050.0%
Z.AI GLM 4.61001001001001000000050.0%
Xiaomi MIMO v2.51001001001001000000050.0%
DeepSeek V3 (2024-12-26)1001001001001000000050.0%
DeepSeek V4 Pro1001001001001000000050.0%
DeepSeek V3 (2025-03-24)1001001001001000000050.0%
Gemma 3 12B1001001001001000000050.0%
Thinking Machines Inkling (Reasoning)10010010010000000040.0%
DeepSeek V4 Pro (Reasoning)10010010010000000040.0%
Aion 3.010010010010000000040.0%
Gemini 2.5 Pro10010010010000000040.0%
Z.AI GLM 4.710010010010000000040.0%
Qwen 3.6 35B10010010010000000040.0%
Qwen 3.5 9B10010010010000000040.0%
Qwen 3.6 27B100100100000000030.0%
DeepSeek V4 Flash (Reasoning)100100100000000030.0%
Qwen 3.5 35B100100100000000030.0%
MiniMax M2.5100100100000000030.0%
Gemini 3.1 Flash Lite (Preview)100100100000000030.0%
Gemini 3.1 Flash Lite100100100000000030.0%
Z.AI GLM 4.7 Flash100100100000000030.0%
GPT-4o, Aug. 6th (temp=1)100100100000000030.0%
Grok 4.3100100100000000030.0%
MoonshotAI: Kimi K2.61001000000000020.0%
GPT-5.4 (Reasoning, Low)1001000000000020.0%
GPT-5.11001000000000020.0%
Qwen 3.5 Plus (2026-04-20)1001000000000020.0%
ByteDance Seed 2.0 Mini1001000000000020.0%
Qwen 3.5 Flash1001000000000020.0%
Qwen3 235B A22B Instruct 25071001000000000020.0%
ByteDance Seed 1.6 Flash1001000000000020.0%
Cohere Command R+ (Aug. 2024)1001000000000020.0%
GPT-5.5 (Reasoning)10000000000010.0%
Claude Opus 5 (Reasoning, Low)10000000000010.0%
Claude Opus 5 (Reasoning)10000000000010.0%
MoonshotAI: Kimi K2.510000000000010.0%
GPT-5.4 Mini (Reasoning)10000000000010.0%
GPT-5.210000000000010.0%
Qwen 3.6 Flash10000000000010.0%
MiniMax M2.710000000000010.0%
Gemini 3.1 Flash Lite (Reasoning)10000000000010.0%
Z.AI GLM 4.510000000000010.0%
Aion 3.0 Mini10000000000010.0%
Gemini 2.5 Flash Lite10000000000010.0%
Cydonia 24B V4.110000000000010.0%
GPT-5.6 Sol (Reasoning)00000000000.0%
Muse Spark 1.1 (Reasoning, Medium)00000000000.0%
GPT-5.5 (Reasoning, Low)00000000000.0%
GPT-5.6 Terra (Reasoning)00000000000.0%
GPT-500000000000.0%
Muse Spark 1.1 (Reasoning, Minimal)00000000000.0%
GPT-5 Mini00000000000.0%
GPT-5.6 Sol00000000000.0%
GPT-5.6 Luna (Reasoning)00000000000.0%
MiniMax M300000000000.0%
Claude Opus 500000000000.0%
GPT-5.500000000000.0%
o4 Mini High00000000000.0%
GPT-5.6 Terra00000000000.0%
Gemini 3.6 Flash (Reasoning, Minimal)00000000000.0%
o4 Mini00000000000.0%
GPT-OSS 120B00000000000.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)00000000000.0%
Gemini 3.5 Flash Lite (Reasoning)00000000000.0%
GPT-5.400000000000.0%
Mistral Large 300000000000.0%
DeepSeek-V2 Chat00000000000.0%
GPT-5.4 Mini (Reasoning, Low)00000000000.0%
DeepSeek V4 Flash00000000000.0%
Inception Mercury 200000000000.0%
Nemotron 3 Super00000000000.0%
Grok 4.2000000000000.0%
Hermes 3 405B00000000000.0%
Z.AI GLM 4.5 Air00000000000.0%
GPT-5.4 Mini00000000000.0%
GPT-5 Nano00000000000.0%
GPT-5.4 Nano (Reasoning)00000000000.0%
Laguna S 2.100000000000.0%
Mistral Small 4 (Reasoning)00000000000.0%
Qwen 3 32B00000000000.0%
Writer: Palmyra X500000000000.0%
GPT-4o Mini (temp=1)00000000000.0%
GPT-5.4 Nano (Reasoning, Low)00000000000.0%
Llama 3.1 70B00000000000.0%
Mistral Small 3.2 24B00000000000.0%
GPT-4o Mini (temp=0)00000000000.0%
Mistral Medium 3.100000000000.0%
Gemma 3 27B00000000000.0%
Laguna XS 2.100000000000.0%
Mistral Small 400000000000.0%
Nemotron 3 Nano00000000000.0%
Qwen 2.5 72B00000000000.0%
GPT-5.4 Nano00000000000.0%
WizardLM 2 8x22b00000000000.0%
Ministral 3 14B00000000000.0%
Ministral 3 8B00000000000.0%
GPT-4.1 Nano00000000000.0%
Hermes 3 70B00000000000.0%
Arcee AI: Trinity Mini00000000000.0%
Gemma 3 4B00000000000.0%
Ministral 3 3B00000000000.0%
Mistral NeMO00000000000.0%
Ministral 8B00000000000.0%
Ministral 3B00000000000.0%
Model # 1 # 2 # 3 # 4 # 5 # 6 # 7 # 8 # 9 # 10 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100100100100100100.0%
Claude Opus 4.6100100100100100100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100100100100100100.0%
Claude Sonnet 4.6100100100100100100100100100100100.0%
GPT-5.6 Terra100100100100100100100100100100100.0%
Claude Sonnet 4100100100100100100100100100100100.0%
Claude Sonnet 5100100100100100100100100100100100.0%
Claude Opus 4100100100100100100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100100100100100100.0%
Gemma 4 31B100100100100100100100100100100100.0%
Z.AI GLM 4.5100100100100100100100100100100100.0%
Gemma 4 26B100100100100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100100100100100100.0%
Mistral Large 3100100100100100100100100100100100.0%
DeepSeek-V2 Chat100100100100100100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100100100100100100.0%
DeepSeek V4 Flash100100100100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100100100100100100.0%
Grok 4.20100100100100100100100100100100100.0%
Hermes 3 405B100100100100100100100100100100100.0%
Writer: Palmyra X5100100100100100100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100100100100100100.0%
Thinking Machines Inkling100100100100100100100100100100100.0%
Qwen3.7 Max100100100100100100100100100090.0%
Z.AI GLM 5.1100100100100100100100100100090.0%
Qwen3.6 Max Preview100100100100100100100100100090.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100100100100090.0%
Grok 4.5 (Reasoning, Low)100100100100100100100100100090.0%
Thinking Machines Inkling (Reasoning)100100100100100100100100100090.0%
Gemma 4 31B (Reasoning)100100100100100100100100100090.0%
ByteDance Seed 1.6100100100100100100100100100090.0%
GPT-4.1100100100100100100100100100090.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100100100100090.0%
Gemini 3.1 Flash Lite100100100100100100100100100090.0%
ByteDance Seed 2.0 Lite100100100100100100100100100090.0%
DeepSeek V3.1100100100100100100100100100090.0%
GPT-4.1 Mini100100100100100100100100100090.0%
DeepSeek V3 (2025-03-24)100100100100100100100100100090.0%
Gemini 2.5 Flash Lite100100100100100100100100100090.0%
Qwen3 235B A22B Instruct 2507100100100100100100100100100090.0%
Mistral Small 4100100100100100100100100100090.0%
GPT-5.6 Luna (Reasoning)1001001001001001001001000080.0%
Claude Sonnet 5 (Reasoning, Low)1001001001001001001001000080.0%
Qwen 3.6 Flash1001001001001001001001000080.0%
Aion 3.01001001001001001001001000080.0%
Qwen 3.6 27B1001001001001001001001000080.0%
Claude Sonnet 4.51001001001001001001001000080.0%
Qwen 3.5 35B1001001001001001001001000080.0%
Qwen 3.5 9B1001001001001001001001000080.0%
DeepSeek V4 Pro1001001001001001001001000080.0%
Cohere Command R+ (Aug. 2024)1001001001001001001001000080.0%
Gemini 3.6 Flash (Reasoning)10010010010010010010000070.0%
GPT-5.5 (Reasoning)10010010010010010010000070.0%
GPT-5 Mini10010010010010010010000070.0%
Claude Sonnet 5 (Reasoning)10010010010010010010000070.0%
DeepSeek V4 Flash (Reasoning)10010010010010010010000070.0%
Qwen 3.5 Flash10010010010010010010000070.0%
Z.AI GLM 4.7 Flash10010010010010010010000070.0%
Mistral Large 210010010010010010010000070.0%
Grok 4.310010010010010010010000070.0%
Llama 3.1 70B10010010010010010010000070.0%
ByteDance Seed 1.6 Flash10010010010010010010000070.0%
Claude Opus 5 (Reasoning, Low)100100100100100100000060.0%
Qwen 3.5 122B100100100100100100000060.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100000060.0%
Qwen 3.6 35B100100100100100100000060.0%
Aion 2.0100100100100100100000060.0%
MiniMax M2.7100100100100100100000060.0%
Xiaomi MIMO v2.5 Pro100100100100100100000060.0%
ByteDance Seed 2.0 Mini100100100100100100000060.0%
Xiaomi MIMO v2.5100100100100100100000060.0%
Gemini 2.5 Flash100100100100100100000060.0%
Mistral Small 3.2 24B100100100100100100000060.0%
Hermes 3 70B100100100100100100000060.0%
Gemini 3.1 Pro (Preview)1001001001001000000050.0%
GPT-5.4 (Reasoning)1001001001001000000050.0%
Gemini 3.5 Flash (Reasoning)1001001001001000000050.0%
MoonshotAI: Kimi K3 (Reasoning, High)1001001001001000000050.0%
GPT-5.6 Terra (Reasoning)1001001001001000000050.0%
MoonshotAI: Kimi K3 (Reasoning, Low)1001001001001000000050.0%
Qwen 3.5 397B A17B1001001001001000000050.0%
Grok 4.3 (Reasoning)1001001001001000000050.0%
Qwen 3.5 27B1001001001001000000050.0%
MiniMax M2.51001001001001000000050.0%
DeepSeek V3.21001001001001000000050.0%
Qwen 3 32B1001001001001000000050.0%
GPT-5.6 Sol (Reasoning)10010010010000000040.0%
GPT-5.6 Sol10010010010000000040.0%
GPT-5.210010010010000000040.0%
GPT-5.510010010010000000040.0%
Gemini 2.5 Flash Lite (Reasoning)10010010010000000040.0%
Laguna XS 2.110010010010000000040.0%
Gemma 3 4B10010010010000000040.0%
Z.AI GLM 5 Turbo100100100000000030.0%
Claude Opus 5 (Reasoning)100100100000000030.0%
Gemini 3 Flash (Preview, Reasoning)100100100000000030.0%
Z.AI GLM 4.6100100100000000030.0%
Gemini 3 Flash (Preview)100100100000000030.0%
Mistral Small 4 (Reasoning)100100100000000030.0%
MiniMax M31001000000000020.0%
GPT-5.4 Mini (Reasoning)1001000000000020.0%
Z.AI GLM 51001000000000020.0%
DeepSeek V4 Pro (Reasoning)1001000000000020.0%
Gemma 4 26B (Reasoning)1001000000000020.0%
o4 Mini High1001000000000020.0%
Gemini 2.5 Pro1001000000000020.0%
Z.AI GLM 4.71001000000000020.0%
o4 Mini1001000000000020.0%
Gemini 3.5 Flash (Reasoning, Minimal)1001000000000020.0%
GPT-5.6 Luna1001000000000020.0%
Aion 3.0 Mini1001000000000020.0%
GPT-5.4 Mini (Reasoning, Low)1001000000000020.0%
Laguna S 2.11001000000000020.0%
Gemma 3 27B1001000000000020.0%
Ministral 3B1001000000000020.0%
Claude Opus 4.7 (Reasoning)10000000000010.0%
Gemini 3.6 Flash (Reasoning, Minimal)10000000000010.0%
Gemini 2.5 Flash (Reasoning)10000000000010.0%
Claude Haiku 4.510000000000010.0%
Nemotron 3 Super10000000000010.0%
Cydonia 24B V4.110000000000010.0%
GPT-5.4 Nano10000000000010.0%
WizardLM 2 8x22b10000000000010.0%
Arcee AI: Trinity Mini10000000000010.0%
Ministral 8B10000000000010.0%
Muse Spark 1.1 (Reasoning, Medium)00000000000.0%
MoonshotAI: Kimi K2.600000000000.0%
GPT-500000000000.0%
Muse Spark 1.1 (Reasoning, Minimal)00000000000.0%
GPT-5.4 (Reasoning, Low)00000000000.0%
MoonshotAI: Kimi K2.500000000000.0%
GPT-5.100000000000.0%
Claude Opus 500000000000.0%
Claude Opus 4.700000000000.0%
Claude Opus 4.500000000000.0%
GPT-OSS 120B00000000000.0%
GPT-5.400000000000.0%
Inception Mercury 200000000000.0%
Z.AI GLM 4.5 Air00000000000.0%
GPT-5.4 Mini00000000000.0%
GPT-5 Nano00000000000.0%
GPT-5.4 Nano (Reasoning)00000000000.0%
GPT-5.4 Nano (Reasoning, Low)00000000000.0%
Mistral Medium 3.100000000000.0%
Gemma 3 12B00000000000.0%
Nemotron 3 Nano00000000000.0%
Qwen 2.5 72B00000000000.0%
Ministral 3 14B00000000000.0%
Ministral 3 8B00000000000.0%
GPT-4.1 Nano00000000000.0%
Ministral 3 3B00000000000.0%
Mistral NeMO00000000000.0%
Model # 1 # 2 # 3 # 4 # 5 # 6 # 7 # 8 # 9 # 10 Avg ▼
GPT-5.6 Sol (Reasoning)100100100100100100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100100100100100100.0%
Qwen3.7 Max100100100100100100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100100100100100100.0%
Qwen3.6 Max Preview100100100100100100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100100100100100100.0%
MoonshotAI: Kimi K3 (Reasoning, High)100100100100100100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100100100100100100.0%
GPT-5.6 Terra (Reasoning)100100100100100100100100100100100.0%
Claude Opus 4.6100100100100100100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100100100100100100.0%
GPT-5100100100100100100100100100100100.0%
GPT-5 Mini100100100100100100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100100100100100100.0%
GPT-5.6 Sol100100100100100100100100100100100.0%
GPT-5.1100100100100100100100100100100100.0%
Claude Sonnet 4.6100100100100100100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100100100100100100.0%
Claude Opus 5100100100100100100100100100100100.0%
Claude Opus 4.7100100100100100100100100100100100.0%
Claude Opus 4.5100100100100100100100100100100100.0%
ByteDance Seed 1.6100100100100100100100100100100100.0%
GPT-5.5100100100100100100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100100100100100100.0%
o4 Mini High100100100100100100100100100100100.0%
Qwen 3.6 27B100100100100100100100100100100100.0%
GPT-5.6 Terra100100100100100100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100100100100100100.0%
Claude Sonnet 4100100100100100100100100100100100.0%
Claude Sonnet 4.5100100100100100100100100100100100.0%
Claude Sonnet 5100100100100100100100100100100100.0%
Claude Opus 4100100100100100100100100100100100.0%
Qwen 3.5 35B100100100100100100100100100100100.0%
GPT-4.1100100100100100100100100100100100.0%
o4 Mini100100100100100100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100100100100100100.0%
Gemma 4 31B100100100100100100100100100100100.0%
Z.AI GLM 4.5100100100100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100100100100100100.0%
Mistral Large 3100100100100100100100100100100100.0%
DeepSeek-V2 Chat100100100100100100100100100100100.0%
Claude Haiku 4.5100100100100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100100100100100100.0%
DeepSeek V4 Flash100100100100100100100100100100100.0%
GPT-4.1 Mini100100100100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100100100100100100.0%
Grok 4.20100100100100100100100100100100100.0%
Gemini 2.5 Flash100100100100100100100100100100100.0%
GPT-5.4 Mini100100100100100100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100100100100100100.0%
Writer: Palmyra X5100100100100100100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100100100100100100.0%
Mistral Small 3.2 24B100100100100100100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100100100100100100.0%
Gemma 3 12B100100100100100100100100100100100.0%
Mistral Small 4100100100100100100100100100100100.0%
WizardLM 2 8x22b100100100100100100100100100100100.0%
Ministral 3 8B100100100100100100100100100100100.0%
GPT-4.1 Nano100100100100100100100100100100100.0%
Hermes 3 70B100100100100100100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100100100100090.0%
Claude Opus 4.8 (Reasoning)100100100100100100100100100090.0%
MoonshotAI: Kimi K3 (Reasoning, Low)100100100100100100100100100090.0%
GPT-5.6 Luna (Reasoning)100100100100100100100100100090.0%
Qwen 3.5 122B100100100100100100100100100090.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100100100100090.0%
GPT-5.4 Mini (Reasoning)100100100100100100100100100090.0%
Gemma 4 31B (Reasoning)100100100100100100100100100090.0%
Qwen 3.6 35B100100100100100100100100100090.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100100100100090.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100100100100090.0%
Qwen 3.5 9B100100100100100100100100100090.0%
Xiaomi MIMO v2.5100100100100100100100100100090.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100100100100090.0%
DeepSeek V3.1100100100100100100100100100090.0%
DeepSeek V4 Pro100100100100100100100100100090.0%
Hermes 3 405B100100100100100100100100100090.0%
Gemini 2.5 Flash Lite100100100100100100100100100090.0%
Grok 4.3100100100100100100100100100090.0%
Llama 3.1 70B100100100100100100100100100090.0%
Laguna XS 2.1100100100100100100100100100090.0%
Thinking Machines Inkling100100100100100100100100100090.0%
Cydonia 24B V4.1100100100100100100100100100090.0%
ByteDance Seed 1.6 Flash100100100100100100100100100090.0%
Cohere Command R+ (Aug. 2024)100100100100100100100100100090.0%
Z.AI GLM 5.11001001001001001001001000080.0%
Gemini 3.5 Flash (Reasoning)1001001001001001001001000080.0%
MiniMax M31001001001001001001001000080.0%
GPT-5.21001001001001001001001000080.0%
Gemini 3.1 Flash Lite1001001001001001001001000080.0%
GPT-5.41001001001001001001001000080.0%
Aion 3.0 Mini1001001001001001001001000080.0%
Mistral Large 21001001001001001001001000080.0%
Z.AI GLM 5.2 (Reasoning, High)10010010010010010010000070.0%
GPT-5.4 (Reasoning, Low)10010010010010010010000070.0%
Qwen 3.5 Plus (2026-04-20)10010010010010010010000070.0%
Aion 3.010010010010010010010000070.0%
Qwen 3.5 Flash10010010010010010010000070.0%
Gemini 3 Flash (Preview)10010010010010010010000070.0%
Gemini 3.1 Flash Lite (Preview)10010010010010010010000070.0%
DeepSeek V3 (2024-12-26)10010010010010010010000070.0%
Z.AI GLM 4.5 Air10010010010010010010000070.0%
Laguna S 2.110010010010010010010000070.0%
Qwen 3 32B10010010010010010010000070.0%
GPT-5.4 Nano (Reasoning, Low)10010010010010010010000070.0%
MoonshotAI: Kimi K2.5100100100100100100000060.0%
Qwen 3.6 Flash100100100100100100000060.0%
ByteDance Seed 2.0 Lite100100100100100100000060.0%
Z.AI GLM 4.7 Flash100100100100100100000060.0%
Mistral Small 4 (Reasoning)100100100100100100000060.0%
Gemini 3.1 Pro (Preview)1001001001001000000050.0%
Muse Spark 1.1 (Reasoning, Medium)1001001001001000000050.0%
Z.AI GLM 4.71001001001001000000050.0%
MiniMax M2.51001001001001000000050.0%
Aion 2.01001001001001000000050.0%
Xiaomi MIMO v2.5 Pro1001001001001000000050.0%
Gemini 3.5 Flash (Reasoning, Minimal)1001001001001000000050.0%
Gemma 4 26B1001001001001000000050.0%
GPT-OSS 120B1001001001001000000050.0%
DeepSeek V3.21001001001001000000050.0%
Nemotron 3 Super1001001001001000000050.0%
MoonshotAI: Kimi K2.610010010010000000040.0%
Qwen 3.5 27B10010010010000000040.0%
GPT-5 Nano10010010010000000040.0%
GPT-5.4 Nano (Reasoning)10010010010000000040.0%
Mistral NeMO10010010010000000040.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100000000030.0%
Z.AI GLM 5100100100000000030.0%
Gemma 4 26B (Reasoning)100100100000000030.0%
Z.AI GLM 4.6100100100000000030.0%
Gemini 2.5 Flash Lite (Reasoning)100100100000000030.0%
MiniMax M2.71001000000000020.0%
GPT-5.6 Luna1001000000000020.0%
Mistral Medium 3.11001000000000020.0%
Ministral 3B1001000000000020.0%
Gemini 2.5 Pro10000000000010.0%
Gemini 3.6 Flash (Reasoning, Minimal)10000000000010.0%
Inception Mercury 210000000000010.0%
Nemotron 3 Nano10000000000010.0%
GPT-5.4 Nano10000000000010.0%
Gemma 3 4B10000000000010.0%
Gemini 2.5 Flash (Reasoning)00000000000.0%
Gemma 3 27B00000000000.0%
Qwen 2.5 72B00000000000.0%
Ministral 3 14B00000000000.0%
Arcee AI: Trinity Mini00000000000.0%
Ministral 3 3B00000000000.0%
Ministral 8B00000000000.0%
Model # 1 # 2 # 3 # 4 # 5 # 6 # 7 # 8 # 9 # 10 Avg ▼
GPT-5.6 Sol (Reasoning)100100100100100100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100100100100100100.0%
Qwen3.7 Max100100100100100100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100100100100100100.0%
Qwen3.6 Max Preview100100100100100100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100100100100100100.0%
MoonshotAI: Kimi K3 (Reasoning, High)100100100100100100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100100100100100100.0%
GPT-5.6 Terra (Reasoning)100100100100100100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100100100100100100.0%
Claude Opus 4.6100100100100100100100100100100100.0%
MoonshotAI: Kimi K3 (Reasoning, Low)100100100100100100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100100100100100100.0%
GPT-5.6 Sol100100100100100100100100100100100.0%
GPT-5.1100100100100100100100100100100100.0%
Claude Sonnet 4.6100100100100100100100100100100100.0%
GPT-5.6 Luna (Reasoning)100100100100100100100100100100100.0%
MiniMax M3100100100100100100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100100100100100100.0%
Qwen 3.5 122B100100100100100100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100100100100100100.0%
Claude Opus 4.7100100100100100100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100100100100100100.0%
Claude Opus 4.5100100100100100100100100100100100.0%
ByteDance Seed 1.6100100100100100100100100100100100.0%
GPT-5.5100100100100100100100100100100100.0%
GPT-5.6 Terra100100100100100100100100100100100.0%
Claude Sonnet 4100100100100100100100100100100100.0%
Claude Sonnet 4.5100100100100100100100100100100100.0%
Claude Sonnet 5100100100100100100100100100100100.0%
Claude Opus 4100100100100100100100100100100100.0%
Qwen 3.5 35B100100100100100100100100100100100.0%
GPT-4.1100100100100100100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100100100100100100.0%
Gemma 4 31B100100100100100100100100100100100.0%
GPT-5.6 Luna100100100100100100100100100100100.0%
Z.AI GLM 4.5100100100100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100100100100100100.0%
Mistral Large 3100100100100100100100100100100100.0%
DeepSeek-V2 Chat100100100100100100100100100100100.0%
Aion 3.0 Mini100100100100100100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100100100100100100.0%
Claude Haiku 4.5100100100100100100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100100100100100100.0%
Mistral Large 2100100100100100100100100100100100.0%
GPT-4.1 Mini100100100100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100100100100100100.0%
Grok 4.20100100100100100100100100100100100.0%
Hermes 3 405B100100100100100100100100100100100.0%
GPT-5.4 Mini100100100100100100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100100100100100100.0%
Writer: Palmyra X5100100100100100100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100100100100100100.0%
Grok 4.3100100100100100100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100100100100100100.0%
Llama 3.1 70B100100100100100100100100100100100.0%
Mistral Small 3.2 24B100100100100100100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100100100100100100.0%
Gemma 3 12B100100100100100100100100100100100.0%
Mistral Small 4100100100100100100100100100100100.0%
GPT-5.4 Nano100100100100100100100100100100100.0%
WizardLM 2 8x22b100100100100100100100100100100100.0%
Ministral 3 14B100100100100100100100100100100100.0%
Ministral 3 8B100100100100100100100100100100100.0%
GPT-4.1 Nano100100100100100100100100100100100.0%
Hermes 3 70B100100100100100100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100100100100100100.0%
Gemma 3 4B100100100100100100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100100100100090.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100100100100090.0%
MoonshotAI: Kimi K2.6100100100100100100100100100090.0%
GPT-5.5 (Reasoning, Low)100100100100100100100100100090.0%
GPT-5100100100100100100100100100090.0%
GPT-5 Mini100100100100100100100100100090.0%
Qwen 3.5 27B100100100100100100100100100090.0%
Claude Opus 5100100100100100100100100100090.0%
GPT-5.2100100100100100100100100100090.0%
Qwen 3.6 Flash100100100100100100100100100090.0%
DeepSeek V4 Pro (Reasoning)100100100100100100100100100090.0%
DeepSeek V4 Flash (Reasoning)100100100100100100100100100090.0%
Z.AI GLM 4.7100100100100100100100100100090.0%
MiniMax M2.7100100100100100100100100100090.0%
Qwen 3.5 Flash100100100100100100100100100090.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100100100100090.0%
Gemma 4 26B100100100100100100100100100090.0%
GPT-5.4100100100100100100100100100090.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100100100100090.0%
DeepSeek V3 (2024-12-26)100100100100100100100100100090.0%
DeepSeek V4 Pro100100100100100100100100100090.0%
Gemini 2.5 Flash100100100100100100100100100090.0%
Mistral Medium 3.1100100100100100100100100100090.0%
Thinking Machines Inkling100100100100100100100100100090.0%
Cydonia 24B V4.1100100100100100100100100100090.0%
Z.AI GLM 5.11001001001001001001001000080.0%
MoonshotAI: Kimi K2.51001001001001001001001000080.0%
Aion 3.01001001001001001001001000080.0%
Gemini 3.6 Flash (Reasoning, Minimal)1001001001001001001001000080.0%
o4 Mini1001001001001001001001000080.0%
Qwen 3.5 Plus (2026-02-15)1001001001001001001001000080.0%
Gemini 3.1 Flash Lite1001001001001001001001000080.0%
Xiaomi MIMO v2.51001001001001001001001000080.0%
DeepSeek V3.11001001001001001001001000080.0%
GPT-5 Nano1001001001001001001001000080.0%
GPT-5.4 Nano (Reasoning)1001001001001001001001000080.0%
Qwen 3 32B1001001001001001001001000080.0%
Laguna XS 2.11001001001001001001001000080.0%
ByteDance Seed 1.6 Flash1001001001001001001001000080.0%
Gemini 3.1 Pro (Preview)10010010010010010010000070.0%
Gemini 3 Flash (Preview, Reasoning)10010010010010010010000070.0%
Qwen 3.5 Plus (2026-04-20)10010010010010010010000070.0%
Z.AI GLM 510010010010010010010000070.0%
o4 Mini High10010010010010010010000070.0%
Qwen 3.6 27B10010010010010010010000070.0%
Qwen 3.6 35B10010010010010010010000070.0%
Xiaomi MIMO v2.5 Pro10010010010010010010000070.0%
Qwen 3.5 9B10010010010010010010000070.0%
DeepSeek V3.210010010010010010010000070.0%
DeepSeek V4 Flash10010010010010010010000070.0%
Z.AI GLM 4.5 Air10010010010010010010000070.0%
Gemini 2.5 Flash Lite10010010010010010010000070.0%
Mistral Small 4 (Reasoning)10010010010010010010000070.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100000060.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100000060.0%
Gemma 4 26B (Reasoning)100100100100100100000060.0%
Z.AI GLM 4.6100100100100100100000060.0%
Aion 2.0100100100100100100000060.0%
Mistral NeMO100100100100100100000060.0%
Nemotron 3 Super1001001001001000000050.0%
GPT-OSS 120B10010010010000000040.0%
Gemini 2.5 Pro100100100000000030.0%
ByteDance Seed 2.0 Lite100100100000000030.0%
Gemma 3 27B100100100000000030.0%
Ministral 8B100100100000000030.0%
Gemini 2.5 Flash (Reasoning)1001000000000020.0%
Inception Mercury 21001000000000020.0%
Laguna S 2.11001000000000020.0%
MiniMax M2.510000000000010.0%
Nemotron 3 Nano10000000000010.0%
Ministral 3B10000000000010.0%
Qwen 2.5 72B00000000000.0%
Arcee AI: Trinity Mini00000000000.0%
Ministral 3 3B00000000000.0%
Model # 1 # 2 # 3 # 4 # 5 # 6 # 7 # 8 # 9 # 10 Avg ▼
GPT-5.6 Sol (Reasoning)100100100100100100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100100100100100100.0%
Qwen3.7 Max100100100100100100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100100100100100100.0%
Qwen3.6 Max Preview100100100100100100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100100100100100100.0%
MoonshotAI: Kimi K3 (Reasoning, High)100100100100100100100100100100100.0%
MoonshotAI: Kimi K2.6100100100100100100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100100100100100100.0%
GPT-5.6 Terra (Reasoning)100100100100100100100100100100100.0%
Claude Opus 4.6100100100100100100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100100100100100100.0%
GPT-5100100100100100100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100100100100100100.0%
GPT-5 Mini100100100100100100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100100100100100100.0%
GPT-5.6 Sol100100100100100100100100100100100.0%
GPT-5.1100100100100100100100100100100100.0%
Claude Sonnet 4.6100100100100100100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100100100100100100.0%
Qwen 3.5 122B100100100100100100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100100100100100100.0%
Qwen 3.5 27B100100100100100100100100100100100.0%
Claude Opus 5100100100100100100100100100100100.0%
Claude Opus 4.7100100100100100100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100100100100100100.0%
Claude Opus 4.5100100100100100100100100100100100.0%
Z.AI GLM 5100100100100100100100100100100100.0%
ByteDance Seed 1.6100100100100100100100100100100100.0%
Qwen 3.6 Flash100100100100100100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100100100100100100.0%
Aion 3.0100100100100100100100100100100100.0%
o4 Mini High100100100100100100100100100100100.0%
Gemini 2.5 Pro100100100100100100100100100100100.0%
Qwen 3.6 27B100100100100100100100100100100100.0%
GPT-5.6 Terra100100100100100100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100100100100100100.0%
Z.AI GLM 4.7100100100100100100100100100100100.0%
Qwen 3.6 35B100100100100100100100100100100100.0%
Z.AI GLM 4.6100100100100100100100100100100100.0%
Claude Sonnet 4100100100100100100100100100100100.0%
Claude Sonnet 5100100100100100100100100100100100.0%
Qwen 3.5 35B100100100100100100100100100100100.0%
GPT-4.1100100100100100100100100100100100.0%
MiniMax M2.5100100100100100100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100100100100100100.0%
o4 Mini100100100100100100100100100100100.0%
MiniMax M2.7100100100100100100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100100100100100100.0%
Qwen 3.5 Flash100100100100100100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100100100100100100.0%
Gemma 4 31B100100100100100100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100100100100100100.0%
Gemma 4 26B100100100100100100100100100100100.0%
GPT-OSS 120B100100100100100100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100100100100100100.0%
Mistral Large 3100100100100100100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100100100100100100.0%
DeepSeek-V2 Chat100100100100100100100100100100100.0%
Qwen 3.5 9B100100100100100100100100100100100.0%
Claude Haiku 4.5100100100100100100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100100100100100100.0%
DeepSeek V4 Pro100100100100100100100100100100100.0%
Inception Mercury 2100100100100100100100100100100100.0%
Nemotron 3 Super100100100100100100100100100100100.0%
GPT-5 Nano100100100100100100100100100100100.0%
Llama 3.1 70B100100100100100100100100100100100.0%
Mistral Small 3.2 24B100100100100100100100100100100100.0%
Gemma 3 27B100100100100100100100100100100100.0%
Thinking Machines Inkling100100100100100100100100100100100.0%
Qwen 2.5 72B100100100100100100100100100100100.0%
Z.AI GLM 5.1100100100100100100100100100090.0%
MoonshotAI: Kimi K3 (Reasoning, Low)100100100100100100100100100090.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100100100100090.0%
Aion 2.0100100100100100100100100100090.0%
Xiaomi MIMO v2.5 Pro100100100100100100100100100090.0%
Z.AI GLM 4.7 Flash100100100100100100100100100090.0%
Gemini 2.5 Flash100100100100100100100100100090.0%
Writer: Palmyra X5100100100100100100100100100090.0%
Nemotron 3 Nano100100100100100100100100100090.0%
MiniMax M31001001001001001001001000080.0%
GPT-4o, Aug. 6th (temp=1)1001001001001001001001000080.0%
DeepSeek V3 (2025-03-24)1001001001001001001001000080.0%
Mistral Small 4 (Reasoning)1001001001001001001001000080.0%
Hermes 3 70B1001001001001001001001000080.0%
Z.AI GLM 4.510010010010010010010000070.0%
Gemini 3.5 Flash Lite (Reasoning)10010010010010010010000070.0%
Xiaomi MIMO v2.510010010010010010010000070.0%
Aion 3.0 Mini10010010010010010010000070.0%
Gemini 2.5 Flash Lite10010010010010010010000070.0%
ByteDance Seed 1.6 Flash10010010010010010010000070.0%
GPT-5.6 Luna (Reasoning)100100100100100100000060.0%
GPT-5.5100100100100100100000060.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100000060.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100000060.0%
DeepSeek V3 (2024-12-26)100100100100100100000060.0%
Grok 4.20100100100100100100000060.0%
Cohere Command R+ (Aug. 2024)100100100100100100000060.0%
GPT-5.21001001001001000000050.0%
DeepSeek V3.11001001001001000000050.0%
Qwen 3 32B1001001001001000000050.0%
Qwen3 235B A22B Instruct 25071001001001001000000050.0%
Claude Sonnet 4.510010010010000000040.0%
ByteDance Seed 2.0 Mini10010010010000000040.0%
DeepSeek V4 Flash10010010010000000040.0%
Z.AI GLM 4.5 Air10010010010000000040.0%
Claude Opus 4100100100000000030.0%
GPT-5.4 Mini (Reasoning, Low)100100100000000030.0%
Laguna S 2.1100100100000000030.0%
GPT-5.4 Nano (Reasoning, Low)100100100000000030.0%
GPT-5.4 Nano100100100000000030.0%
Arcee AI: Trinity Mini100100100000000030.0%
Cydonia 24B V4.11001000000000020.0%
Claude Opus 4.8 (Reasoning)10000000000010.0%
Claude Opus 4.8 (Reasoning, Low)10000000000010.0%
Grok 4.310000000000010.0%
Gemma 3 12B10000000000010.0%
Laguna XS 2.110000000000010.0%
Mistral Small 410000000000010.0%
Mistral NeMO10000000000010.0%
GPT-5.6 Luna00000000000.0%
GPT-5.400000000000.0%
DeepSeek V3.200000000000.0%
Mistral Large 200000000000.0%
GPT-4.1 Mini00000000000.0%
Hermes 3 405B00000000000.0%
GPT-5.4 Mini00000000000.0%
GPT-5.4 Nano (Reasoning)00000000000.0%
GPT-4o Mini (temp=1)00000000000.0%
GPT-4o Mini (temp=0)00000000000.0%
Mistral Medium 3.100000000000.0%
WizardLM 2 8x22b00000000000.0%
Ministral 3 14B00000000000.0%
Ministral 3 8B00000000000.0%
GPT-4.1 Nano00000000000.0%
Gemma 3 4B00000000000.0%
Ministral 3 3B00000000000.0%
Ministral 8B00000000000.0%
Ministral 3B00000000000.0%