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) |
|---|---|---|---|---|---|---|---|
| #253 | GLM 5.3 FlashX low | Z.ai | 2 | 0.5 | $0.157 | 1/3 | 5.45s |
| #166 | Gemini 3.1 Flash Lite Preview medium | 2 | 0.5 | $0.158 | 1/3 | 4.09s | |
| #270 | GPT-5 Nano medium | OpenAI | 2 | 0.7 | $0.159 | 1/3 | 41.6s |
| #262 | Nemotron 3 Ultra none | NVIDIA | 2 | 0.5 | $0.164 | 1/3 | 1.02s |
| #329 | Hy4 preview none | Tencent | 2 | 0.4 | $0.165 | 0/3 | 45.5s |
| #305 | Nemotron 3.5 Lightning high | NVIDIA | 2 | 0.4 | $0.168 | 0/3 | 168.4s |
| #271 | GPT-5.4 Mini none | OpenAI | 2 | 0.5 | $0.170 | 1/3 | 913ms |
| #344 | Nemotron 3.5 Lightning low | NVIDIA | 3 | 0.4 | $0.175 | 0/3 | 224.4s |
| #230 | Qwen3.5 Plus 2026-02-15 none | Qwen | 3 | 0.4 | $0.176 | 0/3 | 2.05s |
| #115 | Qwen3.7 Plus none | Qwen | 2 | 0.5 | $0.178 | 1/3 | 2.15s |
| #273 | Seed 2.1 Turbo none | Bytedance Seed | 3 | 0.5 | $0.182 | 0/3 | 2.35s |
| #25 | Gemini 3.7 Flash low | 1 | 0.8 | $0.183 | 2/3 | 6.20s | |
| #226 | Gemini 3.5 Flash Lite low | 3 | 0.4 | $0.183 | 0/3 | 917ms | |
| #180 | Qwen3.5-Flash medium | Qwen | 2 | 0.4 | $0.184 | 0/3 | 58.9s |
| #334 | Nemotron 3.5 Lightning medium | NVIDIA | 3 | 0.4 | $0.195 | 0/3 | 285.5s |