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) |
|---|---|---|---|---|---|---|---|
| #88 | GLM 5.2 medium | Z.ai | 1 | 0.8 | $1.007 | 2/3 | 41.0s |
| #74 | Gemini 3.1 Pro Preview medium | 1 | 0.8 | $1.585 | 2/3 | 40.2s | |
| #309 | Mistral Small 4 medium | Mistral | 3 | 0.4 | $0.126 | 0/3 | 40.0s |
| #306 | KAT Coder AIR V2.5 high | Kwaipilot | 1 | 0.4 | $0.077 | 0/3 | 39.1s |
| #258 | gpt-oss-120b medium | OpenAI | 2 | 0.6 | $0.030 | 1/3 | 38.4s |
| #392 | Nemotron 3 Nano Omni 30b A3b Reasoning medium | NVIDIA | 1 | 0.1 | $0.000 | 0/1 | 38.1s |
| #347 | Owl Alpha default | Openrouter | 1 | 0.6 | $0.000 | 1/3 | 36.9s |
| #244 | Gemini 3.5 Flash none | 1 | 0.9 | $1.752 | 2/3 | 34.7s | |
| #123 | Muse Glimmer 30B medium | Meta | 1 | 0.8 | $0.288 | 2/3 | 33.7s |
| #216 | Claude Sonnet 4.6 medium | Anthropic | 1 | 0.6 | $2.126 | 1/3 | 33.3s |
| #239 | KAT-Coder-Pro V2.5 medium | Kwaipilot | 1 | 0.8 | $0.669 | 2/3 | 33.1s |
| #283 | Ling 3.1 Flash none | Inclusionai | 1 | 0.5 | $0.000 | 0/3 | 31.9s |
| #50 | Qwen3.8 MAX low | Qwen | 1 | 0.8 | $1.089 | 2/3 | 28.7s |
| #113 | Step 3.7 Flash medium | Stepfun | 1 | 0.9 | $0.571 | 2/3 | 27.4s |
| #97 | Nemotron 3 Ultra medium | NVIDIA | 1 | 0.8 | $0.674 | 2/3 | 26.5s |