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) |
|---|---|---|---|---|---|---|---|
| #361 | gpt-oss-120b none | OpenAI | 1 | 0.1 | $0.016 | 0/1 | 9.57s |
| #164 | GPT-5.2 Chat default | OpenAI | 1 | 0.9 | $0.594 | 2/3 | 9.82s |
| #148 | Gemini 3.5 Flash Lite medium | 1 | 0.8 | $0.440 | 2/3 | 9.96s | |
| #54 | Muse Spark 1.2 low | Meta | 1 | 0.8 | $0.881 | 2/3 | 10.1s |
| #132 | GPT-5.6 Luna medium | OpenAI | 2 | 0.5 | $0.065 | 1/3 | 10.4s |
| #196 | GLM 5.3 Flash low | Z.ai | 2 | 0.5 | $0.038 | 1/3 | 10.4s |
| #255 | Inkling Small medium | Thinkingmachines | 1 | 0.8 | $0.113 | 2/3 | 10.5s |
| #193 | GPT 5.3 Chat default | OpenAI | 2 | 0.6 | $0.533 | 1/3 | 10.5s |
| #326 | Ling 2.6 1t default | Inclusionai | 1 | 0.4 | $0.016 | 0/3 | 10.6s |
| #238 | Space Bunny Alpha xhigh | Stealth | 2 | 0.7 | $0.000 | 1/3 | 10.6s |
| #308 | MiMo-V2-Flash medium | Xiaomi | 1 | 0.6 | $0.043 | 1/3 | 10.7s |
| #162 | MiMo-V2.6-Flash low | Xiaomi | 1 | 0.8 | $0.200 | 2/3 | 11.0s |
| #143 | Claude Fable 5.1 medium | Anthropic | 2 | 0.7 | $3.197 | 1/3 | 11.0s |
| #320 | KAT Coder AIR V2.5 low | Kwaipilot | 1 | 0.3 | $0.046 | 0/3 | 11.1s |
| #275 | Gemma 4 31B none | 2 | 0.5 | $0.031 | 1/3 | 11.2s |