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) |
|---|---|---|---|---|---|---|---|
| #65 | GLM 5.2 medium | Z.ai | 1 | 8.2 | $0.224 | 2/3 | 41.0s |
| #91 | Qwen3.7 Max none | Qwen | 2 | 5.5 | $0.197 | 1/3 | 1.35s |
| #112 | Muse Glimmer 30B low | Meta | 1 | 8.1 | $0.187 | 2/3 | 16.5s |
| #97 | Gemini 3 Flash Preview low | 2 | 5.8 | $0.185 | 1/3 | 6.00s | |
| #175 | Inkling low | Thinkingmachines | 3 | 5.1 | $0.181 | 0/3 | 8.71s |
| #78 | GPT-5.6 Luna high | OpenAI | 2 | 5.5 | $0.179 | 1/3 | 15.6s |
| #202 | GLM 5.1 none | Z.ai | 3 | 3.9 | $0.164 | 0/3 | 4.96s |
| #234 | Nemotron 3.5 Lightning medium | NVIDIA | 3 | 4.4 | $0.156 | 0/3 | 285.5s |
| #7 | Gemini 3.7 Flash medium | 1 | 8.4 | $0.155 | 2/3 | 8.86s | |
| #138 | GLM 5.2 none | Z.ai | 2 | 3.7 | $0.153 | 0/3 | 7.55s |
| #228 | Seed-2.0-Code none | Bytedance Seed | 3 | 3.6 | $0.151 | 0/3 | 13.4s |
| #188 | Qwen3.5-35B-A3B none | Qwen | 2 | 5.5 | $0.142 | 1/3 | 1.39s |
| #233 | Inkling none | Thinkingmachines | 3 | 4.5 | $0.142 | 0/3 | 1.01s |
| #82 | GPT-5.4 Nano medium | OpenAI | 2 | 6.1 | $0.142 | 1/3 | 19.1s |
| #174 | Qwen3.5-Flash medium | Qwen | 2 | 3.7 | $0.142 | 0/3 | 58.9s |