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) |
|---|---|---|---|---|---|---|---|
| #262 | Qwen3 Coder Next medium | Qwen | 2 | 3.7 | $0.034 | 0/3 | 924ms |
| #218 | DeepSeek V4 Flash 0423 none | DeepSeek | 3 | 4.2 | $0.040 | 0/3 | 17.1s |
| #251 | GPT-5.4 Nano none | OpenAI | 3 | 4.6 | $0.041 | 0/3 | 2.22s |
| #76 | DeepSeek V4 Flash 0423 high | DeepSeek | 1 | 7.8 | $0.042 | 2/3 | 50.6s |
| #109 | Qwen3.7 Flash low | Qwen | 2 | 6.7 | $0.043 | 1/3 | 42.4s |
| #164 | MiMo-V2-Flash medium | Xiaomi | 1 | 6.0 | $0.043 | 1/3 | 10.7s |
| #131 | Solar Pro 4 low | Upstage | 1 | 5.5 | $0.044 | 1/3 | 259.6s |
| #159 | LongCat 2.0 none | Meituan | 2 | 5.5 | $0.044 | 1/3 | 2.85s |
| #210 | Mimo V2 PRO none | Xiaomi | 1 | 5.5 | $0.045 | 1/3 | 2.65s |
| #220 | KAT-Coder-Air V2.5 low | Kwaipilot | 1 | 3.5 | $0.046 | 0/3 | 11.1s |
| #173 | Gemini 3.1 Flash Lite none | 2 | 5.5 | $0.046 | 1/3 | 938ms | |
| #114 | Solar Pro 4 high | Upstage | 1 | 5.7 | $0.046 | 1/3 | 244.7s |
| #240 | GLM 5 Turbo none | Z.ai | 3 | 3.9 | $0.047 | 0/3 | 2.41s |
| #169 | Gemini 3.1 Flash Lite minimal | 2 | 5.5 | $0.047 | 1/3 | 831ms | |
| #132 | Solar Pro 4 medium | Upstage | 1 | 5.5 | $0.047 | 1/3 | 310.4s |