3 papers
cs.CL2026
DE-NER : Zero-shot Named Entity Recognition via Dialogue Elicitation of Large Language Models
Xuankang Zhang, Jiangming Liu
Recent advancements of zero-shot Named Entity Recognition (NER) establish strong baselines by formulating sequence labeling into question answering where Large Language Models (LLM…
cs.CL2025
Named Entity Recognition in COVID-19 tweets with Entity Knowledge Augmentation
Xuankang Zhang, Jiangming Liu
The COVID-19 pandemic causes severe social and economic disruption around the world, raising various subjects that are discussed over social media. Identifying pandemic-related nam…
cs.CL2025
TO-GATE: Clarifying Questions and Summarizing Responses with Trajectory Optimization for Eliciting Human Preference
Yulin Dou, Jiangming Liu
Large language models (LLMs) can effectively elicit human preferences through multi-turn dialogue. Complex tasks can be accomplished through iterative clarifying questions and fina…