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) |
|---|---|---|---|---|---|---|---|
| #115 | Qwen3.7 Plus none | Qwen | 2 | 0.5 | $0.178 | 1/3 | 2.15s |
| #230 | Qwen3.5 Plus 2026-02-15 none | Qwen | 3 | 0.4 | $0.176 | 0/3 | 2.05s |
| #344 | Nemotron 3.5 Lightning low | NVIDIA | 3 | 0.4 | $0.175 | 0/3 | 224.4s |
| #271 | GPT-5.4 Mini none | OpenAI | 2 | 0.5 | $0.170 | 1/3 | 913ms |
| #305 | Nemotron 3.5 Lightning high | NVIDIA | 2 | 0.4 | $0.168 | 0/3 | 168.4s |
| #329 | Hy4 preview none | Tencent | 2 | 0.4 | $0.165 | 0/3 | 45.5s |
| #262 | Nemotron 3 Ultra none | NVIDIA | 2 | 0.5 | $0.164 | 1/3 | 1.02s |
| #270 | GPT-5 Nano medium | OpenAI | 2 | 0.7 | $0.159 | 1/3 | 41.6s |
| #166 | Gemini 3.1 Flash Lite Preview medium | 2 | 0.5 | $0.158 | 1/3 | 4.09s | |
| #253 | GLM 5.3 FlashX low | Z.ai | 2 | 0.5 | $0.157 | 1/3 | 5.45s |
| #214 | Gemini 3 Flash Preview none | 2 | 0.5 | $0.155 | 1/3 | 1.80s | |
| #173 | Gemini 3.1 Flash Lite medium | 2 | 0.5 | $0.153 | 1/3 | 3.81s | |
| #234 | DeepSeek V3.2 medium | DeepSeek | 1 | 0.6 | $0.152 | 1/3 | 248.7s |
| #236 | DeepSeek V4 Flash 0423 none | DeepSeek | 3 | 0.4 | $0.149 | 0/3 | 17.1s |
| #92 | DeepSeek V4 Pro 0423 high | DeepSeek | 2 | 0.6 | $0.149 | 1/3 | 243.0s |