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) |
|---|---|---|---|---|---|---|---|
| #185 | Solar Pro 4 xhigh | Upstage | 1 | 0.6 | $0.067 | 1/3 | 292.2s |
| #340 | GPT-5.4 Nano none | OpenAI | 3 | 0.5 | $0.068 | 0/3 | 2.22s |
| #259 | Gemini 3.1 Flash Lite none | 2 | 0.5 | $0.069 | 1/3 | 938ms | |
| #353 | KAT Coder AIR V2.5 default | Kwaipilot | 1 | 0.3 | $0.070 | 0/3 | 14.3s |
| #338 | Qwen3 Coder Next medium | Qwen | 2 | 0.4 | $0.071 | 0/3 | 924ms |
| #122 | Qwen3.7 Flash low | Qwen | 2 | 0.7 | $0.071 | 1/3 | 42.4s |
| #118 | GPT-6 Luna high | OpenAI | 1 | 0.8 | $0.074 | 2/3 | 24.7s |
| #199 | Qwen3.7 Flash medium | Qwen | 2 | 0.6 | $0.076 | 1/3 | 46.8s |
| #306 | KAT Coder AIR V2.5 high | Kwaipilot | 1 | 0.4 | $0.077 | 0/3 | 39.1s |
| #229 | Solar Pro 4 high | Upstage | 1 | 0.6 | $0.077 | 1/3 | 244.7s |
| #257 | Gemini 3.1 Flash Lite minimal | 2 | 0.5 | $0.080 | 1/3 | 831ms | |
| #139 | DeepSeek V4 Pro 0423 none | DeepSeek | 1 | 0.6 | $0.083 | 1/3 | 13.4s |
| #212 | Laguna XS 2.1 medium | Poolside | 2 | 0.5 | $0.083 | 1/3 | 70.3s |
| #376 | Grok 4.20 Beta default | X AI | 1 | 0.2 | $0.087 | 0/1 | 1.14s |
| #80 | Claude Haiku 5.5 high | Anthropic | 2 | 0.6 | $0.088 | 1/3 | 9.54s |