DIRECT: Direct Decoding for Efficient and Aligned Sequence Labeling with Large Language Models

Yilei Wang, Jiaxin Gan, Kexuan Zhang +3

The paper introduces DIRECT, a framework that improves large language model‑based sequence labeling by applying Direct Preference Optimization for better task alignment and a contr…