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Mengjia Shen

2 accepted papers

2025

Dialogue-RAG: Enhancing Retrieval for LLMs via Node-Linking Utterance Rewriting

ACL 2025long

Large Language Models (LLMs) and Retrieval Augmented Generation (RAG) methods have demonstrated significant potential on tasks across multiple domains. However, ellipses and coreferences, as common phenomena in dialogue scenes, pose challenges to LLMs’ understanding and RAG’s retrieval accuracy. The…

Cited by 0SourcePDFScholar
2025

Joint Automatic Speech Recognition And Structure Learning For Better Speech Understanding

ICASSP 2025accepted

Spoken language understanding (SLU) is a structure prediction task in the field of speech. Recently, many works on SLU that treat it as a sequence-to-sequence task have achieved great success. However, This method is not suitable for simultaneous speech recognition and understanding. In this paper,…

Cited by 0SourceScholar