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) |
|---|---|---|---|---|---|---|---|
| #178 | Claude Opus 4.8 none | Anthropic | 1 | 0.5 | $2.334 | 1/3 | 3.29s |
| #261 | Claude Sonnet 5 none | Anthropic | 3 | 0.5 | $1.095 | 0/3 | 3.67s |
| #303 | Inkling Small low | Thinkingmachines | 3 | 0.5 | $0.055 | 0/3 | 3.70s |
| #218 | Mercury 2.5 medium | Inception | 3 | 0.5 | $0.034 | 0/3 | 3.70s |
| #173 | Gemini 3.1 Flash Lite medium | 2 | 0.5 | $0.153 | 1/3 | 3.81s | |
| #182 | Mercury 2.5 Preview medium | Inception | 1 | 0.8 | $0.039 | 2/3 | 3.86s |
| #166 | Gemini 3.1 Flash Lite Preview medium | 2 | 0.5 | $0.158 | 1/3 | 4.09s | |
| #286 | Gemma 4 26B A4B none | 2 | 0.4 | $0.031 | 0/3 | 4.16s | |
| #225 | Qwen3.6 27B none | Qwen | 2 | 0.5 | $0.148 | 1/3 | 4.16s |
| #152 | Gemini 3.8 Flash low | 2 | 0.5 | $0.323 | 1/3 | 4.31s | |
| #384 | Hy3 preview none | Tencent | 1 | 0.3 | $0.007 | 0/3 | 4.56s |
| #176 | GPT-5.6 Luna low | OpenAI | 2 | 0.5 | $0.049 | 1/3 | 4.61s |
| #209 | GLM 5.1 none | Z.ai | 3 | 0.4 | $0.451 | 0/3 | 4.96s |
| #279 | GLM 5 none | Z.ai | 3 | 0.4 | $0.140 | 0/3 | 5.12s |
| #252 | Claude Sonnet 4.6 none | Anthropic | 1 | 0.5 | $0.661 | 1/3 | 5.19s |