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 | GPT-5.4 Mini medium | OpenAI | 1 | 8.4 | $0.786 | 2/3 | 57.9s |
| #76 | DeepSeek V4 Flash 0423 high | DeepSeek | 1 | 7.8 | $0.042 | 2/3 | 50.6s |
| #125 | Qwen3.7 Flash medium | Qwen | 2 | 6.2 | $0.065 | 1/3 | 46.8s |
| #36 | GPT-5.4 medium | OpenAI | 1 | 8.8 | $1.560 | 2/3 | 44.4s |
| #128 | Qwen3.6 Flash medium | Qwen | 3 | 5.0 | $0.741 | 0/3 | 42.9s |
| #109 | Qwen3.7 Flash low | Qwen | 2 | 6.7 | $0.043 | 1/3 | 42.4s |
| #186 | GPT-5 Nano medium | OpenAI | 2 | 7.0 | $0.118 | 1/3 | 41.6s |
| #115 | Grok 4.3 medium | X AI | 1 | 5.9 | $0.741 | 1/3 | 41.2s |
| #46 | Gemini 2.5 Flash medium | 1 | 7.8 | $0.644 | 2/3 | 41.0s | |
| #65 | GLM 5.2 medium | Z.ai | 1 | 8.2 | $0.224 | 2/3 | 41.0s |
| #12 | Gemini 3.1 Pro Preview medium | 1 | 7.9 | $1.352 | 2/3 | 40.2s | |
| #236 | Mistral Small 4 medium | Mistral | 3 | 4.4 | $0.097 | 0/3 | 40.0s |
| #206 | KAT-Coder-Air V2.5 high | Kwaipilot | 1 | 4.3 | $0.077 | 0/3 | 39.1s |
| #171 | gpt-oss-120b medium | OpenAI | 2 | 5.9 | $0.019 | 1/3 | 38.4s |
| #286 | Nemotron 3 Nano Omni 30b A3b Reasoning medium | NVIDIA | 1 | 1.1 | $0.000 | 0/1 | 38.1s |