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cs.CL2026
Retrieve What Helps, Only When It Helps: Agentic Reinforcement Learning for Selective Retrieval-Augmented Machine Translation
Shijun Li, Yang Liu, Najmeh Sadoughi +5
Retrieving external knowledge can improve large language model (LLM) translation by providing supplementary information such as idiom interpretations and terminology. However, exis…
cs.SD2026
AugCodec: A Low-Bitrate Disentangled Neural Speech Codec via Data Augmentation
Dongmei Wang, Xiaohang Sun, Yang Liu +10
We propose AugCodec, a low-bitrate disentangled neural speech codec that leverages data augmentation to decompose speech into three distinct components: semantic, speaker, and pros…