Chunks as Arms: Multi-Armed Bandit-Guided Sampling for Long-Context LLM Preference Optimization

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Authors: Sunpeng Duan, Pengcheng Huang, Zhenghao Liu, Zhenghao Liu, Xiaoyuan Yi, Yukun Yan, 裕二 池谷, Ge Yu, Ge Yu, Maosong Sun
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Abstract

Shaohua Duan, Pengcheng Huang, Xinze Li, Zhenghao Liu, Xiaoyuan Yi, Yukun Yan, Shuo Wang, Yu Gu, Ge Yu, Maosong Sun. Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). 2026.

Fields of Study & Subjects

Reservoir Engineering and Simulation Methods Auction Theory and Applications Machine Learning and Algorithms

Publication details

Pages
3559–3575
Publication date
1 January 2026
Language
EN