CLBench Life - Group Conversations & Meeting Transcripts: leaderboard

Metric: Task solving rate (%) on the 45 group-conversation and meeting-transcript tasks of CL-bench Life; a task is solved only when the response satisfies every human-written binary rubric item, judged by GPT-5.1 at high reasoning effort from the response and rubrics alone; reasoning mode at high effort where the model supports it, mean of three runs; higher is better. Source: arxiv.org. Saturation forecast: Around September 2028. 10 models tracked.

Top models

#ModelScore
1GPT-5.4 (High)30.4
2Gemini 3.1 Pro (Preview) (High)28.9
3Claude Opus 4.6 (High)28.1
4Seed 2.0 Pro (High)26.7
5Kimi K2.5 (High)23.7
6Hy3-preview (High)22.2
7DeepSeek V3.2 (Thinking)17
8Grok 4.20 (High)16.3

Interactive version: theaggregate.ai/benchmark?slug=clbench-life-group-conversations-meeting-transcripts · How It Works · Data refreshed daily, snapshot 2026-10-07.