AI BENCHY Category Failures
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) |
|---|---|---|---|---|---|---|---|
| #30 | Qwen3.7 Plus medium | Qwen | 1 | 6.1 | $0.177 | 1/3 | 108.6s |
| #17 | GLM 5.2 medium | Z.ai | 1 | 8.2 | $0.179 | 2/3 | 41.0s |
| #102 | GPT-5.6 Sol none | OpenAI | 2 | 5.5 | $0.225 | 1/3 | 1.39s |
| #105 | GPT-5.5 none | OpenAI | 2 | 5.5 | $0.231 | 1/3 | 1.35s |
| #55 | GPT-5.6 Luna medium | OpenAI | 2 | 5.4 | $0.258 | 1/3 | 10.4s |
| #132 | Claude Sonnet 5 none | Anthropic | 3 | 4.6 | $0.287 | 0/3 | 3.67s |
| #60 | Qwen3.6 Flash medium | Qwen | 3 | 5.0 | $0.288 | 0/3 | 42.9s |
| #37 | Qwen3.6 Plus medium | Qwen | 1 | 6.1 | $0.294 | 1/3 | 153.1s |
| #166 | MiniMax M2.5 medium | Minimax | 1 | 3.4 | $0.303 | 0/3 | 188.6s |
| #34 | Qwen3.5 Plus 2026-02-15 medium | Qwen | 1 | 6.6 | $0.310 | 1/3 | 180.7s |
| #68 | Claude Sonnet 4.6 none | Anthropic | 1 | 5.5 | $0.316 | 1/3 | 5.19s |
| #42 | Qwen3.5 Plus 2026-04-20 medium | Qwen | 2 | 6.2 | $0.317 | 1/3 | 125.3s |
| #91 | Mimo V2 PRO medium | Xiaomi | 1 | 6.0 | $0.333 | 1/3 | 94.2s |
| #50 | Step 3.7 Flash low | Stepfun | 1 | 8.2 | $0.341 | 2/3 | 9.46s |
| #48 | GPT-5.6 Terra low | OpenAI | 2 | 6.6 | $0.343 | 1/3 | 9.56s |