IntentGrasp - Gem Set: leaderboard

Metric: Instance F1 (%) on the 470-item Gem Set, mean of four option-order runs (no shuffle and shuffle seeds 7, 42 and 365), zero-shot, API default settings; higher is better. Source: arxiv.org. Saturation forecast: Around August 2028. 9 models tracked.

Top models

#ModelScore
1Gemini 3 Flash (Preview)24.67
2Gemini 3.1 Pro (Preview)21.51
3Claude Opus 4.716.55
4Gemini 3.1 Flash Lite (Preview)11.77
5GPT-5.411.71
6Claude Sonnet 4.610.91
7GPT-5.4 Nano8.68
8GPT-5.4 Mini7.08
9Claude Haiku 4.55.76

Interactive version: theaggregate.ai/benchmark?slug=intentgrasp-gem-set · How It Works · Data refreshed daily, snapshot 2026-10-07.