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) |
|---|---|---|---|---|---|---|---|
| #139 | KAT-Coder-Pro V2.5 none | Kwaipilot | 2 | 6.1 | $0.487 | 1/3 | 22.5s |
| #124 | KAT-Coder-Pro V2.5 medium | Kwaipilot | 1 | 7.8 | $0.478 | 2/3 | 33.1s |
| #86 | Qwen3.5 Plus 2026-02-15 medium | Qwen | 1 | 6.6 | $0.459 | 1/3 | 180.7s |
| #142 | GLM 5V Turbo medium | Z.ai | 2 | 6.0 | $0.457 | 1/3 | 63.4s |
| #24 | Gemini 3.5 Flash low | 1 | 7.8 | $0.449 | 2/3 | 6.71s | |
| #96 | Grok 4.6 low | X AI | 2 | 5.5 | $0.449 | 1/3 | 21.7s |
| #83 | GPT-5.6 Terra low | OpenAI | 2 | 6.6 | $0.420 | 1/3 | 9.56s |
| #63 | Qwen3.6 Plus medium | Qwen | 1 | 6.1 | $0.418 | 1/3 | 153.1s |
| #140 | LongCat 2.0 low | Meituan | 1 | 6.6 | $0.412 | 1/3 | 479.3s |
| #99 | GLM 5.3 high | Z.ai | 2 | 6.6 | $0.403 | 1/3 | 18.9s |
| #100 | KAT-Coder-Pro V2.5 low | Kwaipilot | 1 | 7.8 | $0.400 | 2/3 | 24.9s |
| #195 | GPT-5.4 none | OpenAI | 2 | 5.5 | $0.397 | 1/3 | 1.62s |
| #113 | Step 3.7 Flash low | Stepfun | 1 | 8.2 | $0.390 | 2/3 | 9.46s |
| #56 | Inkling medium | Thinkingmachines | 1 | 8.4 | $0.377 | 2/3 | 25.2s |
| #133 | DeepSeek V4 Pro none | DeepSeek | 1 | 5.6 | $0.351 | 1/3 | 13.4s |