Towards a Question Answering System over the Semantic Web
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Abstract (arXiv)
Thanks to the development of the Semantic Web, a lot of new structured data has become available on the Web in the form of knowledge bases (KBs). Making this valuable data accessible and usable for end-users is one of the main goals of Question Answering (QA) over KBs. Most current QA systems query one KB, in one language (namely English). The existing approaches are not designed to be easily adaptable to new KBs and languages. We first introduce a new approach for translating natural language questions to SPARQL queries. It is able to query several KBs simultaneously, in different languages, and can easily be ported to other KBs and languages. In our evaluation, the impact of our approach is proven using 5 different well-known and large KBs: Wikidata, DBpedia, MusicBrainz, DBLP and Freebase as well as 5 different languages namely English, German, French, Italian and Spanish. Second, we show how we integrated our approach, to make it easily accessible by the research community and by end-users. To summarize, we provided a conceptional solution for multilingual, KB-agnostic Question Answering over the Semantic Web. The provided first approximation validates this concept.
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 2 Mar 2018.
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Citing papers per year: 2021: 5; 2022: 3; 2023: 2; 2024: 4.
14 papers.
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- 2022QALD-9-plus: A Multilingual Dataset for Question Answering over DBpedia and Wikidata Translated by Native Speakerscited by 39
- 2021UNIQORN: Unified Question Answering over RDF Knowledge Graphs and Natural Language Textcited by 17
- 2022Knowledge Graph Question Answering Leaderboard: A Community Resource to Prevent a Replication Crisiscited by 14
- 2021Knowledge Graph Question Answering using Graph-Pattern Isomorphismcited by 8
- 2023GETT-QA: Graph Embedding based T2T Transformer for Knowledge Graph Question Answeringcited by 6
- 2022Knowledge Graph - Deep Learning: A Case Study in Question Answering in Aviation Safety Domaincited by 5
- 2024MST5 -- Multilingual Question Answering over Knowledge Graphscited by 5
- 2021Learning to Transpile AMR into SPARQLcited by 4
- 2024Konstruktor: A Strong Baseline for Simple Knowledge Graph Question Answeringcited by 3
- 2023Answer Candidate Type Selection: Text-to-Text Language Model for Closed Book Question Answering Meets Knowledge Graphscited by 2
- 2024Integrating Multi-Head Convolutional Encoders with Cross-Attention for Improved SPARQL Query Translationcited by 2
- 2021Knowledge Graph Question Answering via SPARQL Silhouette Generationcited by 1
- 2024Lexicalization Is All You Need: Examining the Impact of Lexical Knowledge in a Compositional QALD System6 Nov 2024
- 2024Konstruktor: A Strong Baseline for Simple Knowledge Graph Question Answering24 Sep 2024
- 2024Integrating Multi-Head Convolutional Encoders with Cross-Attention for Improved SPARQL Query Translation24 Aug 2024
- 2024MST5 -- Multilingual Question Answering over Knowledge Graphs8 Jul 2024
- 2023Answer Candidate Type Selection: Text-to-Text Language Model for Closed Book Question Answering Meets Knowledge Graphs10 Oct 2023
- 2023GETT-QA: Graph Embedding based T2T Transformer for Knowledge Graph Question Answering23 Mar 2023
- 2022Knowledge Graph - Deep Learning: A Case Study in Question Answering in Aviation Safety Domain31 May 2022
- 2022QALD-9-plus: A Multilingual Dataset for Question Answering over DBpedia and Wikidata Translated by Native Speakers31 Jan 2022
- 2022Knowledge Graph Question Answering Leaderboard: A Community Resource to Prevent a Replication Crisis20 Jan 2022
- 2021Learning to Transpile AMR into SPARQL15 Dec 2021
- 2021Improving the Question Answering Quality using Answer Candidate Filtering based on Natural-Language Features10 Dec 2021
- 2021Knowledge Graph Question Answering via SPARQL Silhouette Generation6 Sep 2021
- 2022QALD-9-plus: A Multilingual Dataset for Question Answering over DBpedia and Wikidata Translated by Native Speakerscited by 39
- 2021UNIQORN: Unified Question Answering over RDF Knowledge Graphs and Natural Language Textcited by 17
- 2022Knowledge Graph Question Answering Leaderboard: A Community Resource to Prevent a Replication Crisiscited by 14
- 2021Knowledge Graph Question Answering using Graph-Pattern Isomorphismcited by 8
- 2023GETT-QA: Graph Embedding based T2T Transformer for Knowledge Graph Question Answeringcited by 6
- 2022Knowledge Graph - Deep Learning: A Case Study in Question Answering in Aviation Safety Domaincited by 5
- 2024MST5 -- Multilingual Question Answering over Knowledge Graphscited by 5
- 2021Learning to Transpile AMR into SPARQLcited by 4
- 2024Konstruktor: A Strong Baseline for Simple Knowledge Graph Question Answeringcited by 3
- 2023Answer Candidate Type Selection: Text-to-Text Language Model for Closed Book Question Answering Meets Knowledge Graphscited by 2
- 2024Integrating Multi-Head Convolutional Encoders with Cross-Attention for Improved SPARQL Query Translationcited by 2
- 2021Knowledge Graph Question Answering via SPARQL Silhouette Generationcited by 1
12 most cited of 14 All 14 (JSON)
- 2024Lexicalization Is All You Need: Examining the Impact of Lexical Knowledge in a Compositional QALD System6 Nov 2024
- 2024Konstruktor: A Strong Baseline for Simple Knowledge Graph Question Answering24 Sep 2024
- 2024Integrating Multi-Head Convolutional Encoders with Cross-Attention for Improved SPARQL Query Translation24 Aug 2024
- 2024MST5 -- Multilingual Question Answering over Knowledge Graphs8 Jul 2024
- 2023Answer Candidate Type Selection: Text-to-Text Language Model for Closed Book Question Answering Meets Knowledge Graphs10 Oct 2023
- 2023GETT-QA: Graph Embedding based T2T Transformer for Knowledge Graph Question Answering23 Mar 2023
- 2022Knowledge Graph - Deep Learning: A Case Study in Question Answering in Aviation Safety Domain31 May 2022
- 2022QALD-9-plus: A Multilingual Dataset for Question Answering over DBpedia and Wikidata Translated by Native Speakers31 Jan 2022
- 2022Knowledge Graph Question Answering Leaderboard: A Community Resource to Prevent a Replication Crisis20 Jan 2022
- 2021Learning to Transpile AMR into SPARQL15 Dec 2021
- 2021Improving the Question Answering Quality using Answer Candidate Filtering based on Natural-Language Features10 Dec 2021
- 2021Knowledge Graph Question Answering via SPARQL Silhouette Generation6 Sep 2021
12 newest of 14 All 14 (JSON)