Instructions following Ranking
See which AI models perform best on Instructions following, which ones stay reliable, and where the biggest gaps appear. Sort by: Tests Correct ↑.
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| Rank | Model | Company | Instructions following Score | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #331 | Seed-2.0-Code none | Bytedance Seed | 0.6 | 0.5 | $0.257 | 1/2 | 1.80s |
| #333 | Qwen3.8 27B none | Qwen | 0.6 | 0.5 | ~$0.010 | 1/2 | 582ms |
| #336 | MiMo-V2.6-Flash none | Xiaomi | 0.7 | 0.5 | $0.060 | 1/2 | 810ms |
| #337 | Step 3.5 Flash medium | Stepfun | 0.8 | 0.5 | $0.105 | 1/2 | 4.78s |
| #338 | Ember-1 none | Fireworks | 0.6 | 0.5 | $0.786 | 1/2 | 31.0s |
| #340 | GPT-5.6 Luna none | OpenAI | 0.7 | 0.5 | $0.042 | 1/2 | 1.23s |
| #342 | Kimi K2.5 none | Moonshot AI | 0.7 | 0.5 | $0.262 | 1/2 | 2.67s |
| #345 | Qwen3.6 35B A3B none | Qwen | 0.6 | 0.5 | $0.105 | 1/2 | 1.86s |
| #348 | Nemotron 3.5 Lightning high | NVIDIA | 0.8 | 0.5 | $0.168 | 1/2 | 4.98s |
| #352 | Mistral Small 4 medium | Mistral | 0.7 | 0.5 | $0.126 | 1/2 | 1.38s |
| #353 | Mistral Small 4 none | Mistral | 0.7 | 0.5 | $0.047 | 1/2 | 380ms |
| #356 | MiMo-V2.5-Pro none | Xiaomi | 0.6 | 0.5 | $0.135 | 1/2 | 1.03s |
| #359 | Mercury 2.5 Preview low | Inception | 0.6 | 0.5 | $0.015 | 1/2 | 1.60s |
| #362 | GPT-4o-mini default | OpenAI | 0.6 | 0.5 | $0.024 | 1/2 | 1.11s |
| #365 | Inkling Small none | Thinkingmachines | 0.6 | 0.5 | $0.054 | 1/2 | 767ms |