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July 29, 2026cs.CL

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

Yilei Wang, Jiaxin Gan, Kexuan Zhang, Ling Li, Wentao Zhang, Peichao Lai
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