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cs.CL2025
A Decoding Algorithm for Length-Control Summarization Based on Directed Acyclic Transformers
Chenyang Huang, Hao Zhou, Cameron Jen +3
Length-control summarization aims to condense long texts into a short one within a certain length limit. Previous approaches often use autoregressive (AR) models and treat the leng…
cs.CL2025
ExLM: Rethinking the Impact of [MASK] Tokens in Masked Language Models
Kangjie Zheng, Junwei Yang, Siyue Liang +5
Masked Language Models (MLMs) have achieved remarkable success in many self-supervised representation learning tasks. MLMs are trained by randomly masking portions of the input seq…