Introduction to Neural Network based Approaches for Question Answering over Knowledge Graphs
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Abstract (arXiv)
Question answering has emerged as an intuitive way of querying structured data sources, and has attracted significant advancements over the years. In this article, we provide an overview over these recent advancements, focusing on neural network based question answering systems over knowledge graphs. We introduce readers to the challenges in the tasks, current paradigms of approaches, discuss notable advancements, and outline the emerging trends in the field. Through this article, we aim to provide newcomers to the field with a suitable entry point, and ease their process of making informed decisions while creating their own QA system.
Key facts. Cited by 15 papers in the map (data through 14 Oct 2026). First posted on arXiv 22 Jul 2019.
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Citing papers per year: 2021: 8; 2022: 2; 2023: 4; 2024: 0; 2025: 0; 2026: 1.
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- 2023Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answeringcited by 119
- 2021WebSRC: A Dataset for Web-Based Structural Reading Comprehensioncited by 100
- 2021A Survey on Complex Knowledge Base Question Answering: Methods, Challenges and Solutionscited by 78
- 2021Complex Knowledge Base Question Answering: A Surveycited by 52
- 2022Neural Approaches to Conversational Information Retrievalcited by 42
- 2023DBLP-QuAD: A Question Answering Dataset over the DBLP Scholarly Knowledge Graphcited by 18
- 2021Knowledge Graph Question Answering using Graph-Pattern Isomorphismcited by 8
- 2021Grounding Dialogue Systems via Knowledge Graph Aware Decoding with Pre-trained Transformerscited by 8
- 2021Applications of knowledge graphs for food science and industrycited by 8
- 2021Question Answering over Knowledge Graphs with Neural Machine Translation and Entity Linkingcited by 3
- 2021Question-Aware Memory Network for Multi-hop Question Answering in Human-Robot Interactioncited by 1
- 2023Semantic Parsing for Question Answering over Knowledge Graphscited by 1
- 2026HG-RAG: Hierarchy-Guided Retrieval-Augmented Generation for Structured Knowledge Graphs16 Apr 2026
- 2023Semantic Parsing for Question Answering over Knowledge Graphs1 Dec 2023
- 2023Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answering7 Jun 2023
- 2023DBLP-QuAD: A Question Answering Dataset over the DBLP Scholarly Knowledge Graph23 Mar 2023
- 2023Thrill-K Architecture: Towards a Solution to the Problem of Knowledge Based Understanding28 Feb 2023
- 2022Towards Collaborative Question Answering: A Preliminary Study24 Jan 2022
- 2022Neural Approaches to Conversational Information Retrieval13 Jan 2022
- 2021Complex Knowledge Base Question Answering: A Survey15 Aug 2021
- 2021Applications of knowledge graphs for food science and industry13 Jul 2021
- 2021Question Answering over Knowledge Graphs with Neural Machine Translation and Entity Linking6 Jul 2021
- 2021A Survey on Complex Knowledge Base Question Answering: Methods, Challenges and Solutions25 May 2021
- 2021Question-Aware Memory Network for Multi-hop Question Answering in Human-Robot Interaction27 Apr 2021
- 2023Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answeringcited by 119
- 2021WebSRC: A Dataset for Web-Based Structural Reading Comprehensioncited by 100
- 2021A Survey on Complex Knowledge Base Question Answering: Methods, Challenges and Solutionscited by 78
- 2021Complex Knowledge Base Question Answering: A Surveycited by 52
- 2022Neural Approaches to Conversational Information Retrievalcited by 42
- 2023DBLP-QuAD: A Question Answering Dataset over the DBLP Scholarly Knowledge Graphcited by 18
- 2021Knowledge Graph Question Answering using Graph-Pattern Isomorphismcited by 8
- 2021Grounding Dialogue Systems via Knowledge Graph Aware Decoding with Pre-trained Transformerscited by 8
- 2021Applications of knowledge graphs for food science and industrycited by 8
- 2021Question Answering over Knowledge Graphs with Neural Machine Translation and Entity Linkingcited by 3
- 2021Question-Aware Memory Network for Multi-hop Question Answering in Human-Robot Interactioncited by 1
- 2023Semantic Parsing for Question Answering over Knowledge Graphscited by 1
12 most cited of 14 All 14 (JSON)
- 2023Semantic Parsing for Question Answering over Knowledge Graphs1 Dec 2023
- 2023Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answering7 Jun 2023
- 2023DBLP-QuAD: A Question Answering Dataset over the DBLP Scholarly Knowledge Graph23 Mar 2023
- 2023Thrill-K Architecture: Towards a Solution to the Problem of Knowledge Based Understanding28 Feb 2023
- 2022Towards Collaborative Question Answering: A Preliminary Study24 Jan 2022
- 2022Neural Approaches to Conversational Information Retrieval13 Jan 2022
- 2021Complex Knowledge Base Question Answering: A Survey15 Aug 2021
- 2021Applications of knowledge graphs for food science and industry13 Jul 2021
- 2021Question Answering over Knowledge Graphs with Neural Machine Translation and Entity Linking6 Jul 2021
- 2021A Survey on Complex Knowledge Base Question Answering: Methods, Challenges and Solutions25 May 2021
- 2021Question-Aware Memory Network for Multi-hop Question Answering in Human-Robot Interaction27 Apr 2021
- 2021Grounding Dialogue Systems via Knowledge Graph Aware Decoding with Pre-trained Transformers30 Mar 2021
12 newest of 14 All 14 (JSON)