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) |
|---|---|---|---|---|---|---|---|
| #216 | Claude Sonnet 4.6 medium | Anthropic | 1 | 0.6 | $2.126 | 1/3 | 33.3s |
| #137 | Grok 4.7 low | X AI | 1 | 0.8 | $1.933 | 2/3 | 189.1s |
| #292 | Hy4 preview low | Tencent | 2 | 0.5 | $1.844 | 0/3 | 219.1s |
| #29 | Claude Opus 5.5 medium | Anthropic | 1 | 0.8 | $1.804 | 2/3 | 13.5s |
| #244 | Gemini 3.5 Flash none | 1 | 0.9 | $1.752 | 2/3 | 34.7s | |
| #74 | Gemini 3.1 Pro Preview medium | 1 | 0.8 | $1.585 | 2/3 | 40.2s | |
| #128 | GLM 5.1 medium | Z.ai | 1 | 0.5 | $1.546 | 0/3 | 109.6s |
| #202 | Step 3.7 Flash high | Stepfun | 1 | 0.4 | $1.478 | 0/3 | 206.2s |
| #131 | Seed-2.0-Code high | Bytedance Seed | 1 | 0.6 | $1.448 | 1/3 | 266.7s |
| #68 | Claude Sonnet 5 medium | Anthropic | 1 | 0.9 | $1.438 | 2/3 | 17.3s |
| #187 | Grok Build 0.1 medium | X AI | 1 | 0.6 | $1.419 | 1/3 | 108.5s |
| #135 | Seed-2.0-Code medium | Bytedance Seed | 1 | 0.9 | $1.275 | 2/3 | 89.9s |
| #237 | Grok 4.20 medium | X AI | 2 | 0.6 | $1.246 | 1/3 | 109.9s |
| #75 | Inkling high | Thinkingmachines | 1 | 0.9 | $1.238 | 2/3 | 148.4s |
| #197 | GPT-5.5 none | OpenAI | 2 | 0.5 | $1.212 | 1/3 | 1.35s |