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) |
|---|---|---|---|---|---|---|---|
| #193 | GPT-5.4 Mini none | OpenAI | 2 | 5.5 | $0.095 | 1/3 | 913ms |
| #180 | Nemotron 3 Ultra none | NVIDIA | 2 | 5.5 | $0.095 | 1/3 | 1.02s |
| #120 | Mercury 2 medium | Inception | 1 | 8.2 | $0.094 | 2/3 | 2.04s |
| #194 | Seed 2.1 Turbo none | Bytedance Seed | 3 | 4.5 | $0.092 | 0/3 | 2.35s |
| #265 | Grok 4.20 Beta none | X AI | 1 | 1.8 | $0.087 | 0/1 | 1.14s |
| #136 | Gemini 3 Flash Preview none | 2 | 5.5 | $0.085 | 1/3 | 1.80s | |
| #243 | Laguna S 2.1 low | Poolside | 3 | 3.8 | $0.082 | 0/3 | 167.5s |
| #117 | DeepSeek V3.2 medium | DeepSeek | 1 | 6.0 | $0.078 | 1/3 | 248.7s |
| #206 | KAT-Coder-Air V2.5 high | Kwaipilot | 1 | 4.3 | $0.077 | 0/3 | 39.1s |
| #187 | Qwen3.5-Flash none | Qwen | 2 | 5.5 | $0.073 | 1/3 | 850ms |
| #151 | Qwen3.5 Plus 2026-02-15 none | Qwen | 3 | 4.3 | $0.073 | 0/3 | 2.05s |
| #53 | DeepSeek V4 Flash 0731 low | DeepSeek | 1 | 7.3 | $0.072 | 1/3 | 163.3s |
| #93 | GPT-5.6 Luna medium | OpenAI | 2 | 5.4 | $0.072 | 1/3 | 10.4s |
| #254 | KAT-Coder-Air V2.5 none | Kwaipilot | 1 | 3.3 | $0.070 | 0/3 | 14.3s |
| #222 | MiMo-V2.5-Pro none | Xiaomi | 2 | 4.3 | $0.068 | 0/3 | 1.41s |