Reducing Human Effort in Named Entity Corpus Construction Based on Ensemble Learning and Annotation Categorization. - Tingming Lu; Man Zhu; Zhiqiang Gao (NLPCC/ICCPOL, 2016)

Evaluating Ensemble Based Pre-annotation on Named Entity Corpus Construction in English and Chinese. - Tingming Lu; Man Zhu; Zhiqiang Gao; Yaocheng Gui (WLSI/OIAF4HLT@COLING, 2016)

Best from Top k Versus Top 1: Improving Distant Supervision Relation Extraction with Deep Reinforcement Learning. - Yaocheng Gui; Qian Liu; Tingming Lu; Zhiqiang Gao (PAKDD (3), 2019)

Document-Level Named Entity Recognition with Q-Network. - Tingming Lu; Yaocheng Gui; Zhiqiang Gao (PRICAI (3), 2019)

Learning Document-Level Label Propagation and Instance Selection by Deep Q-Network for Interactive Named Entity Annotation. - Tingming Lu; Yaocheng Gui; Zhiqiang Gao (IEEE Access, 2021)