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: Tests Correct ↑.
Failure Reasons
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| Rank | Model | Company | Wrong answer Count | Category Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #200 | Inkling Small low | Thinkingmachines | 3 | 4.6 | $0.055 | 0/3 | 3.70s |
| #202 | GLM 5.1 none | Z.ai | 3 | 3.9 | $0.164 | 0/3 | 4.96s |
| #204 | Qwen3.5-122B-A10B none | Qwen | 3 | 3.7 | $0.247 | 0/3 | 2.77s |
| #206 | KAT-Coder-Air V2.5 high | Kwaipilot | 1 | 4.3 | $0.077 | 0/3 | 39.1s |
| #209 | Gemma 4 26B A4B none | 2 | 3.7 | $0.015 | 0/3 | 4.16s | |
| #212 | KAT-Coder-Air V2.5 medium | Kwaipilot | 2 | 3.6 | $0.048 | 0/3 | 23.4s |
| #213 | Nemotron 3.5 Lightning high | NVIDIA | 2 | 4.4 | $0.134 | 0/3 | 168.4s |
| #217 | Mimo V2 Omni none | Xiaomi | 1 | 4.4 | $0.021 | 0/3 | 2.75s |
| #218 | DeepSeek V4 Flash 0423 none | DeepSeek | 3 | 4.2 | $0.040 | 0/3 | 17.1s |
| #220 | KAT-Coder-Air V2.5 low | Kwaipilot | 1 | 3.5 | $0.046 | 0/3 | 11.1s |
| #221 | GPT-5.6 Luna none | OpenAI | 3 | 3.8 | $0.029 | 0/3 | 980ms |
| #222 | MiMo-V2.5-Pro none | Xiaomi | 2 | 4.3 | $0.068 | 0/3 | 1.41s |
| #224 | DeepSeek V4 Flash 0731 none | DeepSeek | 3 | 4.3 | $0.021 | 0/3 | 1.72s |
| #226 | Inkling Small none | Thinkingmachines | 3 | 3.6 | $0.054 | 0/3 | 759ms |
| #227 | Laguna XS 2.1 none | Poolside | 3 | 4.3 | $0.008 | 0/3 | 623ms |