IntentGrasp - Gem Set - Toxic Speech: leaderboard

Metric: Instance F1 (%) on the Toxic Speech (TS) domain of the 470-item Gem Set, mean of four option-order runs, zero-shot, API default settings; higher is better. Source: arxiv.org. Saturation forecast: Around 2029. 9 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)11.5
2Claude Sonnet 4.611
3Claude Opus 4.77.67
4Gemini 3 Flash (Preview)6.12
5GPT-5.4 Nano5.83
6GPT-5.45
7Gemini 3.1 Flash Lite (Preview)4.83
8GPT-5.4 Mini2.5
9Claude Haiku 4.52

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