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: Total Cost ↑.
Failure Reasons
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| Rank | Model | Company | Wrong answer Count | Category Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #83 | GPT-6 Luna medium | OpenAI | 2 | 0.7 | $0.047 | 1/3 | 23.6s |
| #312 | KAT Coder AIR V2.5 medium | Kwaipilot | 2 | 0.4 | $0.048 | 0/3 | 23.4s |
| #327 | MiMo-V2.5 none | Xiaomi | 2 | 0.5 | $0.049 | 1/3 | 3.24s |
| #176 | GPT-5.6 Luna low | OpenAI | 2 | 0.5 | $0.049 | 1/3 | 4.61s |
| #342 | GLM 5V Turbo none | Z.ai | 2 | 0.5 | $0.052 | 1/3 | 3.13s |
| #241 | DeepSeek V4 Flash 0731 none | DeepSeek | 3 | 0.4 | $0.053 | 0/3 | 1.72s |
| #322 | Inkling Small none | Thinkingmachines | 3 | 0.4 | $0.054 | 0/3 | 759ms |
| #303 | Inkling Small low | Thinkingmachines | 3 | 0.5 | $0.055 | 0/3 | 3.70s |
| #142 | GLM 5.3 Flash high | Z.ai | 1 | 0.8 | $0.056 | 2/3 | 19.6s |
| #381 | Grok 4.20 none | X AI | 1 | 0.1 | $0.057 | 0/1 | 1.22s |
| #293 | MiMo-V2.6-Flash none | Xiaomi | 2 | 0.4 | $0.060 | 0/3 | 744ms |
| #154 | Qwen3.7 Flash high | Qwen | 1 | 0.8 | $0.063 | 2/3 | 58.8s |
| #120 | Claude Haiku 5.5 medium | Anthropic | 2 | 0.6 | $0.063 | 1/3 | 7.16s |
| #132 | GPT-5.6 Luna medium | OpenAI | 2 | 0.5 | $0.065 | 1/3 | 10.4s |
| #323 | Qwen3 Coder Next default | Qwen | 3 | 0.5 | $0.067 | 0/3 | 2.22s |