Reinforcement learning with dynamic completion for answering multi-hop questions over incomplete knowledge graph

H Cui, T Peng, R Han, B Zhu, H Bi, L Liu - Information Processing & …, 2023 - Elsevier
Text-enhanced and implicit reasoning methods are proposed for answering questions over
incomplete knowledge graph (KG), whereas prior studies either rely on external resources …

Incorporating multi-perspective information into reinforcement learning to address multi-hop knowledge graph question answering

C Gong, Z Wei, R Wang, P Zhu, J Chen… - Expert Systems with …, 2024 - Elsevier
Abstract Knowledge graph question answering (KGQA) aims to answer natural language
questions from structured knowledge graphs (KGs). Traditional KQGA methods are usually …

Global and item-by-item reasoning fusion-based multi-hop KGQA

T Xu, T Tohti, A Hamdulla - Data & Knowledge Engineering, 2024 - Elsevier
Existing embedded multi-hop Question Answering over Knowledge Graph (KGQA) methods
attempted to handle Knowledge Graph (KG) sparsity using Knowledge Graph Embedding …

Multihop question answering by using sequential path expansion with backtracking

I AlAgha - IEEE Access, 2022 - ieeexplore.ieee.org
Multi-hop question answering from knowledge graphs has gained a growing attention in the
past few years due to its vast applications in AI. Existing approaches in this regard mostly …

Interactive model and application of joint knowledge base question answering and semantic matching

J Zeng, T Chen - International Conference on Web Information Systems …, 2023 - Springer
Driven by the new generation of information technologies such as the Internet of Things and
mobile communications, smart education is an important strategy for future educational …

Alleviating Semantic Drift in Multi-Hop Question Answering on Knowledge Graphs with Bidirectional Semantics

M Yuan, Q Lu, X Zeng, J Luo… - 2024 International Joint …, 2024 - ieeexplore.ieee.org
Multi-hop question answering over knowledge graph utilizes the knowledge graph (KG)
structure to infer answers. However, KG often lacks edges in the reasoning path from the …

Joint reasoning-based embedded multi-hop KGQA

T Xu, T Tohti, Y Liang, Z Zuo… - Journal of Intelligent & …, 2024 - content.iospress.com
Existing multi-hop knowledge graph question answering (KGQA) methods, which attempt to
mitigate knowledge graph (KG) sparsity by introducing external text repositories instead of …

Leveraging Contextual Interaction and Semantic Knowledge for Multi-Hop Question Answering

P Jia, W Zhang - 2024 14th International Conference on …, 2024 - ieeexplore.ieee.org
Knowledge Graph Question Answering (KGQA) is a fundamental task in Knowledge Graph
(KG). Existing works of KGQA deduce path information from the neighborhood of the …

Research on Question Answering of Lung Cancer Based on Knowledge Graph

X Shao, C Dai, K Hu - 2022 IEEE International Conference on …, 2022 - ieeexplore.ieee.org
With the influence of various comprehensive factors such as people's diet and living habits
and the external environment, lung cancer has become a high-incidence and high-risk …