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) |
|---|---|---|---|---|---|---|---|
| #51 | GPT-5.4 medium | OpenAI | 1 | 0.9 | $2.213 | 2/3 | 44.4s |
| #329 | Hy4 preview none | Tencent | 2 | 0.4 | $0.165 | 0/3 | 45.5s |
| #40 | Qwen3.8 Max (0902) medium | Qwen | 1 | 0.8 | $1.096 | 2/3 | 45.7s |
| #199 | Qwen3.7 Flash medium | Qwen | 2 | 0.6 | $0.076 | 1/3 | 46.8s |
| #195 | Apodex 1.1 Mini high | Apodex | 3 | 0.6 | $0.000 | 0/3 | 47.0s |
| #246 | Apodex 1.1 Mini low | Apodex | 3 | 0.5 | $0.000 | 0/3 | 48.8s |
| #94 | DeepSeek V4 Flash 0423 high | DeepSeek | 1 | 0.8 | $0.261 | 2/3 | 50.6s |
| #251 | Apodex 1.1 Mini medium | Apodex | 3 | 0.4 | $0.000 | 0/3 | 51.0s |
| #105 | GPT-5.4 Mini medium | OpenAI | 1 | 0.8 | $1.102 | 2/3 | 57.9s |
| #154 | Qwen3.7 Flash high | Qwen | 1 | 0.8 | $0.063 | 2/3 | 58.8s |
| #180 | Qwen3.5-Flash medium | Qwen | 2 | 0.4 | $0.184 | 0/3 | 58.9s |
| #30 | GPT-5.5 medium | OpenAI | 1 | 0.9 | $4.809 | 2/3 | 59.8s |
| #287 | GLM 5V Turbo medium | Z.ai | 2 | 0.6 | $0.457 | 1/3 | 63.4s |
| #212 | Laguna XS 2.1 medium | Poolside | 2 | 0.5 | $0.083 | 1/3 | 70.3s |
| #78 | GLM 5.2 high | Z.ai | 2 | 0.6 | $4.632 | 1/3 | 73.0s |