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: Response Time (avg) ↑.
Failure Reasons
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| Rank | Model | Company | Wrong answer Count | Category Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #271 | GPT-5.4 Mini none | OpenAI | 2 | 0.5 | $0.170 | 1/3 | 913ms |
| #226 | Gemini 3.5 Flash Lite low | 3 | 0.4 | $0.183 | 0/3 | 917ms | |
| #338 | Qwen3 Coder Next medium | Qwen | 2 | 0.4 | $0.071 | 0/3 | 924ms |
| #259 | Gemini 3.1 Flash Lite none | 2 | 0.5 | $0.069 | 1/3 | 938ms | |
| #242 | Gemini 3.1 Flash Lite Preview none | 2 | 0.5 | $0.090 | 1/3 | 967ms | |
| #311 | Mercury 2.5 low | Inception | 2 | 0.5 | $0.020 | 1/3 | 972ms |
| #316 | Mercury 2.5 Preview low | Inception | 2 | 0.5 | $0.015 | 1/3 | 972ms |
| #297 | GPT-5.6 Luna none | OpenAI | 3 | 0.4 | $0.042 | 0/3 | 980ms |
| #265 | GPT-5.6 Terra none | OpenAI | 2 | 0.5 | $0.377 | 1/3 | 1.00s |
| #247 | Inkling none | Thinkingmachines | 3 | 0.4 | $0.292 | 0/3 | 1.01s |
| #262 | Nemotron 3 Ultra none | NVIDIA | 2 | 0.5 | $0.164 | 1/3 | 1.02s |
| #357 | Mercury 2 none | Inception | 3 | 0.3 | $0.033 | 0/3 | 1.03s |
| #314 | Apodex 1.1 Mini default | Apodex | 3 | 0.4 | $0.000 | 0/3 | 1.13s |
| #376 | Grok 4.20 Beta default | X AI | 1 | 0.2 | $0.087 | 0/1 | 1.14s |
| #290 | Qwen3.8 27B none | Qwen | 2 | 0.5 | ~$0.010 | 1/3 | 1.19s |