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) |
|---|---|---|---|---|---|---|---|
| #171 | Gemini 3 Flash Preview low | 2 | 0.6 | $0.254 | 1/3 | 6.00s | |
| #198 | GLM 5.2 none | Z.ai | 2 | 0.4 | $0.250 | 0/3 | 7.55s |
| #98 | GPT-5.4 Nano medium | OpenAI | 2 | 0.6 | $0.235 | 1/3 | 19.1s |
| #300 | Qwen3.6 Max Preview none | Qwen | 3 | 0.4 | $0.228 | 0/3 | 3.12s |
| #172 | Muse Glimmer 30B low | Meta | 1 | 0.8 | $0.219 | 2/3 | 16.5s |
| #109 | MiMo-V2.6-Flash medium | Xiaomi | 1 | 0.7 | $0.218 | 1/3 | 18.2s |
| #248 | Qwen3.5 Plus 2026-04-20 none | Qwen | 2 | 0.4 | $0.216 | 0/3 | 1.69s |
| #208 | GLM 5.3 low | Z.ai | 2 | 0.6 | $0.215 | 1/3 | 21.0s |
| #136 | GLM 5.3 FlashX high | Z.ai | 1 | 0.8 | $0.210 | 2/3 | 8.06s |
| #162 | MiMo-V2.6-Flash low | Xiaomi | 1 | 0.8 | $0.200 | 2/3 | 11.0s |
| #334 | Nemotron 3.5 Lightning medium | NVIDIA | 3 | 0.4 | $0.195 | 0/3 | 285.5s |
| #180 | Qwen3.5-Flash medium | Qwen | 2 | 0.4 | $0.184 | 0/3 | 58.9s |
| #226 | Gemini 3.5 Flash Lite low | 3 | 0.4 | $0.183 | 0/3 | 917ms | |
| #25 | Gemini 3.7 Flash low | 1 | 0.8 | $0.183 | 2/3 | 6.20s | |
| #273 | Seed 2.1 Turbo none | Bytedance Seed | 3 | 0.5 | $0.182 | 0/3 | 2.35s |