Instruction Stacking Collapse: leaderboard

Metric: Mean follow rate (%; share of the 20 stacked instructions a response satisfies, judged by per-instruction verifiers, on open-ended advice prompts; stacks drawn uniformly at random from 22 deterministic instructions in six categories, 30 stacks x 10 items per size, temperature 0). Source: arxiv.org. Saturation forecast: Around December 2026. 3 models tracked.

Top models

#ModelScore
1Claude Sonnet 4.660.4
2Gemini 2.5 Flash43.3
3GPT-5 Mini20

Interactive version: theaggregate.ai/benchmark?slug=instruction-stacking-collapse · How It Works · Data refreshed daily, snapshot 2026-09-29.