TeamGym - DeepSWE - 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 October 2027. 8 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.519.4#32
2Claude Sonnet 4.50#146
3Gemma 3 27B (IT)0#521
4Gemma 3 12B (IT)0#662
5Gemma 3 4B (IT)0#1010
6Claude Haiku 4.50#283
7Qwen 3 32B0#443
8Qwen 3 235B A22B0#317

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

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