AA IFBench: leaderboard

Artificial Analysis independent evaluation of IFBench: instruction-following on 58 out-of-domain constraints (294 questions).

Metric: Accuracy (%). Source: artificialanalysis.ai. Saturation forecast: Around January 2027. 450 models tracked.

Top models

#ModelScoreOverall rank
1Grok 4.3 (Medium)83.33#188 (Grok 4.3)
2Grok 4.20 0309 (Reasoning)82.93#112 (Grok 4.20 0309)
3MiniMax-M382.86#136
4Grok 4.3 (High)81.29#188 (Grok 4.3)
5Grok 4.3 (Low)80.95#188 (Grok 4.3)
6Qwen 3.7 Max80.54#75
7Nemotron Cascade 2 30B A3B80.41#551
8MiMo-V2.5-Pro (Reasoning)79.86#158 (MiMo-V2.5-Pro)
9Nova 2.0 Pro Preview (Low)79.59#357 (Nova 2.0 Pro Preview)
10Nova 2.0 Pro Preview (Medium)79.05#357 (Nova 2.0 Pro Preview)
11Qwen 3.5 397B A17B (Reasoning)78.78#146 (Qwen 3.5 397B A17B)
12Qwen 3.7 Plus77.96#92
13GPT-5.2 Codex (xHigh)77.62#95 (GPT-5.2 Codex)
14Gemini 3.1 Flash Lite77.21#191
15Gemini 3.1 Pro (Preview)77.14#58

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=aa-ifbench · How It Works · Data refreshed daily, snapshot 2026-10-20.