TeamGym - eCFR Casebook - Multi-Agent PIU-Only: leaderboard

TeamGym measures how agents combine information to solve tasks. Results distinguish individual agents, cooperating agents and how much information each receives. Episode success (%).

Metric: Episode success (%). Source: arxiv.org. Saturation forecast: Around January 2027. 8 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.583.3#32
2Claude Haiku 4.572.2#283
3Qwen 3 32B66.7#443
4Claude Sonnet 4.555.6#146
5Qwen 3 235B A22B55.6#317
6Gemma 3 12B (IT)27.8#662
7Gemma 3 27B (IT)22.2#521
8Gemma 3 4B (IT)0#1010

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=teamgym-ecfr-casebook-multi-agent-piu-only · How It Works · Data refreshed daily, snapshot 2026-10-29.