Author

Jieping Ye

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Preprint Aug 2026

HERMES: a multi-agent framework for structured knowledge extraction from ultra-long documents in geoscience

HEMES, a scalable multi-agent framework that extracts structured data from ultra-long scientific documents, is introduced, offering a sustainable infrastructure for data-intensive disciplines and large-scale knowledge integration.

Ziqi Song, Zongyuan Xiang, James G. Ogg et al. · 0 citations

Preprint Aug 2026

ChainPrune: Evaluating and Reducing Redundancy in Long Chain-of-Thought Reasoning

This work proposes ChainPrune, a novel reasoning path semantic structural optimization method to efficiently and controllably synthesize self-generated high-quality training data and incorporates a DPO-based preference learning method combined with supervised loss, effectively mitigating false reward suppression.

Weihang Pan, Zhengxu Yu, Yuxiang Zhang et al. · 1 citation