AI BENCHY Category Failures
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) |
|---|---|---|---|---|---|---|---|
| #58 | GPT-5.3 Chat none | OpenAI | 2 | 5.6 | $0.433 | 1/3 | 10.5s |
| #167 | Ling-2.6-1T none | Inclusionai | 1 | 3.8 | $0.005 | 0/3 | 10.6s |
| #75 | MiMo-V2-Flash medium | Xiaomi | 1 | 6.0 | $0.043 | 1/3 | 10.7s |
| #114 | Gemma 4 31B none | 2 | 5.5 | $0.004 | 1/3 | 11.2s | |
| #16 | Claude Opus 4.7 medium | Anthropic | 1 | 7.6 | $0.679 | 2/3 | 13.0s |
| #71 | DeepSeek V4 Pro none | DeepSeek | 1 | 5.6 | $0.034 | 1/3 | 13.4s |
| #157 | Trinity Large Preview none | Arcee AI | 1 | 3.7 | $0.008 | 0/3 | 14.3s |
| #176 | Laguna Xs.2 medium | Poolside | 1 | 2.1 | $0.015 | 0/1 | 14.4s |
| #146 | DeepSeek V3.2 none | DeepSeek | 2 | 3.1 | $0.016 | 0/3 | 14.5s |
| #51 | GPT-5.6 Luna high | OpenAI | 2 | 5.5 | $0.924 | 1/3 | 15.6s |
| #135 | DeepSeek V4 Flash none | DeepSeek | 3 | 4.2 | $0.007 | 0/3 | 17.1s |
| #36 | Claude Sonnet 5 medium | Anthropic | 1 | 9.0 | $0.550 | 2/3 | 17.3s |
| #125 | Owl Alpha medium | Openrouter | 1 | 5.4 | $0.000 | 1/3 | 18.7s |
| #59 | GPT-5.4 Nano medium | OpenAI | 2 | 6.1 | $0.107 | 1/3 | 19.1s |
| #151 | North Mini Code none | Cohere | 3 | 3.9 | $0.000 | 0/3 | 22.0s |