Path-based multi-hop reasoning over knowledge graph for answering questions via adversarial reinforcement learning

HISTORIAE, History of Socio-Cultural Transformation as Linguistic Data Science. A Humanities Use Case

Yinhan Liu, Myle Ott, Jingfei Du et al. · DROPS (Schloss Dagstuhl – Leibniz Center for Informatics) · 2019 · 17.3K citations · Full text

Computing, Computer Science, Computational Linguistics +13

Q-learning

Christopher J. Watkins, Peter Dayan · Machine Learning · 1992 · 9K citations · Full text

Simple statistical gradient-following algorithms for connectionist reinforcement learning

Ronald J. Williams · Machine Learning · 1992 · 7.5K citations · Full text

Computing, Computer Science, Artificial Intelligence +11

Answering Natural Language Questions by Subgraph Matching over Knowledge Graphs

Sen Hu, Lei Zou, Jeffrey Xu Yu et al. · IEEE Transactions on Knowledge and Data Engineering · 2017 · 277 citations

Computing, Computer Science, Computational Linguistics +16

Complex Knowledge Base Question Answering: A Survey

Yunshi Lan, Gaole He, Jinhao Jiang et al. · IEEE Transactions on Knowledge and Data Engineering · 2022 · 108 citations · Full text

Computing, Computer Science, Information Retrieval +8