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) |
|---|---|---|---|---|---|---|---|
| #169 | Qwen3.5-122B-A10B medium | Qwen | 1 | 0.6 | $1.152 | 1/3 | 114.5s |
| #102 | Qwen3.5-27B medium | Qwen | 2 | 0.6 | $1.135 | 1/3 | 160.7s |
| #165 | Qwen3.6 Max Preview medium | Qwen | 1 | 0.9 | $1.132 | 2/3 | 146.5s |
| #105 | GPT-5.4 Mini medium | OpenAI | 1 | 0.8 | $1.102 | 2/3 | 57.9s |
| #40 | Qwen3.8 Max (0902) medium | Qwen | 1 | 0.8 | $1.096 | 2/3 | 45.7s |
| #261 | Claude Sonnet 5 none | Anthropic | 3 | 0.5 | $1.095 | 0/3 | 3.67s |
| #50 | Qwen3.8 MAX low | Qwen | 1 | 0.8 | $1.089 | 2/3 | 28.7s |
| #88 | GLM 5.2 medium | Z.ai | 1 | 0.8 | $1.007 | 2/3 | 41.0s |
| #211 | Grok 4.3 medium | X AI | 1 | 0.6 | $0.989 | 1/3 | 41.2s |
| #54 | Muse Spark 1.2 low | Meta | 1 | 0.8 | $0.881 | 2/3 | 10.1s |
| #91 | Seed-2.0-Code low | Bytedance Seed | 2 | 0.7 | $0.881 | 1/3 | 109.7s |
| #15 | Gemini 3 Flash Preview medium | 1 | 0.9 | $0.876 | 2/3 | 84.4s | |
| #194 | GPT-5.6 Sol none | OpenAI | 2 | 0.5 | $0.795 | 1/3 | 1.39s |
| #269 | Trinity Large Thinking high | Arcee AI | 1 | 0.4 | $0.794 | 0/3 | 245.0s |
| #295 | Ember-1 none | Fireworks | 2 | 0.5 | $0.786 | 1/3 | 1.94s |