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Jiayin Lin

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#large language models Review Open access Sep 2026

A Survey on Table Mining with Large Language Models: Challenges, Advancements and Prospects

This survey conducts a comprehensive review of the literature on table mining with Large Language Models, exploring the challenges unique to this domain, such as heterogeneous table structures, contextual ambiguity, and domain-specific knowledge requirements.

Mingyue Cheng, Qingyang Mao, Qi Liu et al. · 13 citations
Jul 2026

Meta-Learning Preferences for Multilingual LLM Alignment

A meta-learning framework for Reinforcement Learning from Human Feedback and Direct Preference Optimization that learns a transferable initialization that enables effective adaptation to a target language with minimal data.

Jiayin Lin, Seongho Son, Nam Phuong Tran et al. · 0 citations

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