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: Tests Correct ↑.
Failure Reasons
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| Rank | Model | Company | Wrong answer Count | Category Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #64 | Gemini 3.5 Flash Lite medium | 1 | 7.9 | $0.272 | 2/3 | 9.96s | |
| #65 | GLM 5.2 medium | Z.ai | 1 | 8.2 | $0.224 | 2/3 | 41.0s |
| #69 | Seed-2.0-Lite medium | Bytedance Seed | 1 | 8.0 | $0.236 | 2/3 | 156.7s |
| #71 | Qwen3.7 Flash high | Qwen | 1 | 8.2 | $0.052 | 2/3 | 58.8s |
| #76 | DeepSeek V4 Flash 0423 high | DeepSeek | 1 | 7.8 | $0.042 | 2/3 | 50.6s |
| #80 | Nemotron 3 Ultra medium | NVIDIA | 1 | 8.4 | $0.780 | 2/3 | 26.5s |
| #88 | GPT-5.4 Mini medium | OpenAI | 1 | 8.4 | $0.786 | 2/3 | 57.9s |
| #100 | KAT-Coder-Pro V2.5 low | Kwaipilot | 1 | 7.8 | $0.400 | 2/3 | 24.9s |
| #107 | Muse Glimmer 30B high | Meta | 1 | 8.8 | $0.535 | 2/3 | 96.0s |
| #110 | Muse Glimmer 30B medium | Meta | 1 | 8.4 | $0.280 | 2/3 | 33.7s |
| #112 | Muse Glimmer 30B low | Meta | 1 | 8.1 | $0.187 | 2/3 | 16.5s |
| #113 | Step 3.7 Flash low | Stepfun | 1 | 8.2 | $0.390 | 2/3 | 9.46s |
| #120 | Mercury 2 medium | Inception | 1 | 8.2 | $0.094 | 2/3 | 2.04s |
| #124 | KAT-Coder-Pro V2.5 medium | Kwaipilot | 1 | 7.8 | $0.478 | 2/3 | 33.1s |
| #127 | Gemini 3.5 Flash none | 1 | 8.8 | $1.093 | 2/3 | 34.7s |