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Ruiqing Li

2 accepted papers

2026

GPS: Directed Acyclic Graph guided Proactive Information Seeking in Large Language Models

ICLR 2026poster

Equipping Large Language Models (LLMs) with the ability to proactively ask clarifying questions is essential to mitigate ambiguity when faced with underspecified user queries in retrieval-augmented generation (RAG) systems. However, existing methods often neglect the rule-based reasoning structures…

Cited by 0SourceScholar
2024

Combating Label Sparsity in Short Text Topic Modeling via Nearest Neighbor Augmentation

ACL 2024findings

Extracting semantic topics from short texts presents a significant challenge in the field of data mining. While efforts have been made to mitigate data sparsity issue, the limited length of short documents also results in the absence of semantically relevant words, causing biased evidence lower boun…