2 papers
cs.CL2025
A Reasoning Paradigm for Named Entity Recognition
Hui Huang, Yanping Chen, Ruizhang Huang +2
Generative LLMs typically improve Named Entity Recognition (NER) performance through instruction tuning. They excel at generating entities by semantic pattern matching but lack an…
cs.CL2024
A Bi-consolidating Model for Joint Relational Triple Extraction
Xiaocheng Luo, Yanping Chen, Ruixue Tang +3
Current methods to extract relational triples directly make a prediction based on a possible entity pair in a raw sentence without depending on entity recognition. The task suffers…