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) |
|---|---|---|---|---|---|---|---|
| #112 | Qwen3.5-Flash none | Qwen | 2 | 5.5 | $0.005 | 1/3 | 850ms |
| #166 | Ling-2.6-1T none | Inclusionai | 1 | 3.8 | $0.005 | 0/3 | 10.6s |
| #153 | MiMo-V2.5 none | Xiaomi | 2 | 5.5 | $0.006 | 1/3 | 3.24s |
| #154 | Qwen3.5-9B none | Qwen | 3 | 3.9 | $0.006 | 0/3 | 5.60s |
| #161 | Nemotron 3 Super none | NVIDIA | 3 | 3.3 | $0.006 | 0/3 | 2.64s |
| #158 | GPT-4o-mini none | OpenAI | 3 | 3.2 | $0.006 | 0/3 | 1.63s |
| #148 | Mistral Small 4 none | Mistral | 3 | 3.7 | $0.007 | 0/3 | 901ms |
| #134 | DeepSeek V4 Flash none | DeepSeek | 3 | 4.2 | $0.007 | 0/3 | 17.1s |
| #180 | Grok 4.1 Fast none | X AI | 1 | 1.8 | $0.008 | 0/1 | 1.79s |
| #156 | Trinity Large Preview none | Arcee AI | 1 | 3.7 | $0.008 | 0/3 | 14.3s |
| #167 | Qwen3 Coder Next medium | Qwen | 2 | 3.7 | $0.008 | 0/3 | 924ms |
| #149 | Qwen3 Coder Next none | Qwen | 3 | 4.6 | $0.009 | 0/3 | 2.22s |
| #169 | Laguna M.1 none | Poolside | 1 | 2.5 | $0.009 | 0/1 | 2.93s |
| #183 | gpt-oss-120b none | OpenAI | 1 | 1.5 | $0.010 | 0/1 | 9.57s |
| #164 | GPT-5.4 Nano none | OpenAI | 3 | 4.6 | $0.011 | 0/3 | 2.22s |