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) |
|---|---|---|---|---|---|---|---|
| #140 | Inkling medium | Thinkingmachines | 1 | 0.8 | $0.527 | 2/3 | 25.2s |
| #203 | KAT-Coder-Pro V2.5 low | Kwaipilot | 1 | 0.8 | $0.568 | 2/3 | 24.9s |
| #118 | GPT-6 Luna high | OpenAI | 1 | 0.8 | $0.074 | 2/3 | 24.7s |
| #103 | GLM 5.3 FlashX max | Z.ai | 1 | 0.8 | $0.623 | 2/3 | 24.6s |
| #299 | Kimi K2.5 none | Moonshot AI | 2 | 0.5 | $0.262 | 1/3 | 24.6s |
| #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 |
| #250 | KAT-Coder-Pro V2.5 default | Kwaipilot | 2 | 0.6 | $0.742 | 1/3 | 22.5s |
| #210 | KAT-Coder-Pro V2.5 high | Kwaipilot | 2 | 0.6 | $0.506 | 1/3 | 22.0s |
| #335 | North Mini Code default | Cohere | 3 | 0.4 | $0.000 | 0/3 | 22.0s |
| #170 | Grok 4.6 low | X AI | 2 | 0.6 | $0.781 | 1/3 | 21.7s |
| #208 | GLM 5.3 low | Z.ai | 2 | 0.6 | $0.215 | 1/3 | 21.0s |
| #142 | GLM 5.3 Flash high | Z.ai | 1 | 0.8 | $0.056 | 2/3 | 19.6s |
| #98 | GPT-5.4 Nano medium | OpenAI | 2 | 0.6 | $0.235 | 1/3 | 19.1s |
| #112 | GLM 5.3 high | Z.ai | 2 | 0.7 | $0.495 | 1/3 | 18.9s |