The authors studied persistent environments containing documents, code, records, and conflicting file versions.
Structuring noisy file environments improves agents’ performance on complex tasks
Env-Rethink organizes fragmented evidence, learns to detect misleading files, and generates harder but verifiable environments for agent training.
Chinese Tech
Yukai Wu · Yuanjing Yang · Le Zhou · Shaokun Han · Haoyu Wang · Zirui Tang · +5 more
Shanghai Jiao Tong University · Theseus Labs · Tencent Hunyuan
Research Digest··2 min read
Wu et al.
Why this paper
From Tencent Hunyuan and 2 others
In one line
Env-Rethink prepares and evolves agent environments using collection maps and event logs, lifting mean rubric pass rate by 15.1 points across nine models.
What we could check
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- ·No stated limitations found
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