Coding: Wrong answer
Coding
Wrong answer
See which AI models are most likely to hit Wrong answer on Coding, so you can spot weak points faster. Sort by: Response Time (avg) ↓.
Failure Reasons
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| Rank | Model | Company | Wrong answer Count | Category Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #96 | Grok 4.6 low | X AI | 2 | 5.5 | $0.449 | 1/3 | 21.7s |
| #134 | GLM 5.3 low | Z.ai | 2 | 6.2 | $0.257 | 1/3 | 21.0s |
| #82 | GPT-5.4 Nano medium | OpenAI | 2 | 6.1 | $0.142 | 1/3 | 19.1s |
| #99 | GLM 5.3 high | Z.ai | 2 | 6.6 | $0.403 | 1/3 | 18.9s |
| #208 | Owl Alpha medium | Openrouter | 1 | 5.4 | $0.000 | 1/3 | 18.7s |
| #47 | Claude Sonnet 5 medium | Anthropic | 1 | 9.0 | $0.922 | 2/3 | 17.3s |
| #218 | DeepSeek V4 Flash 0423 none | DeepSeek | 3 | 4.2 | $0.040 | 0/3 | 17.1s |
| #25 | Gemini 3.5 Flash Lite high | 1 | 8.4 | $0.540 | 2/3 | 16.6s | |
| #112 | Muse Glimmer 30B low | Meta | 1 | 8.1 | $0.187 | 2/3 | 16.5s |
| #78 | GPT-5.6 Luna high | OpenAI | 2 | 5.5 | $0.179 | 1/3 | 15.6s |
| #161 | Ling-3.0-flash high | Inclusionai | 2 | 6.7 | $0.021 | 1/3 | 14.9s |
| #244 | DeepSeek V3.2 none | DeepSeek | 2 | 3.1 | $0.054 | 0/3 | 14.5s |
| #272 | Laguna Xs.2 medium | Poolside | 1 | 2.1 | $0.015 | 0/1 | 14.4s |
| #256 | Trinity Large Preview none | Arcee AI | 1 | 3.7 | $0.008 | 0/3 | 14.3s |
| #254 | KAT-Coder-Air V2.5 none | Kwaipilot | 1 | 3.3 | $0.070 | 0/3 | 14.3s |