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) |
|---|---|---|---|---|---|---|---|
| #153 | Laguna XS 2.1 medium | Poolside | 2 | 5.5 | $0.068 | 1/3 | 70.3s |
| #165 | Seed-2.0-Lite none | Bytedance Seed | 2 | 5.6 | $0.066 | 1/3 | 2.83s |
| #125 | Qwen3.7 Flash medium | Qwen | 2 | 6.2 | $0.065 | 1/3 | 46.8s |
| #177 | Qwen3.6 Flash none | Qwen | 2 | 5.4 | $0.062 | 1/3 | 1.79s |
| #231 | Qwen3.6 35B A3B none | Qwen | 2 | 5.5 | $0.060 | 1/3 | 8.77s |
| #146 | Qwen3.5-27B none | Qwen | 2 | 5.8 | $0.058 | 1/3 | 1.80s |
| #271 | Grok 4.20 none | X AI | 1 | 1.1 | $0.057 | 0/1 | 1.22s |
| #200 | Inkling Small low | Thinkingmachines | 3 | 4.6 | $0.055 | 0/3 | 3.70s |
| #244 | DeepSeek V3.2 none | DeepSeek | 2 | 3.1 | $0.054 | 0/3 | 14.5s |
| #226 | Inkling Small none | Thinkingmachines | 3 | 3.6 | $0.054 | 0/3 | 759ms |
| #219 | Laguna S 2.1 medium | Poolside | 1 | 5.3 | $0.053 | 1/3 | 159.0s |
| #71 | Qwen3.7 Flash high | Qwen | 1 | 8.2 | $0.052 | 2/3 | 58.8s |
| #207 | GLM 5V Turbo none | Z.ai | 2 | 5.5 | $0.052 | 1/3 | 3.13s |
| #155 | Gemini 3.1 Flash Lite Preview none | 2 | 5.5 | $0.052 | 1/3 | 967ms | |
| #167 | GPT-5.6 Luna low | OpenAI | 2 | 5.5 | $0.051 | 1/3 | 4.61s |