Matches in SemOpenAlex for { <https://semopenalex.org/work/W2946542158> ?p ?o ?g. }
Showing items 1 to 92 of
92
with 100 items per page.
- W2946542158 abstract "Text-based question answering (TBQA) has been studied extensively in recent years. Most existing approaches focus on finding the answer to a question within a single paragraph. However, many difficult questions require multiple supporting evidence from scattered text among two or more documents. In this paper, we propose Dynamically Fused Graph Network(DFGN), a novel method to answer those questions requiring multiple scattered evidence and reasoning over them. Inspired by human's step-by-step reasoning behavior, DFGN includes a dynamic fusion layer that starts from the entities mentioned in the given query, explores along the entity graph dynamically built from the text, and gradually finds relevant supporting entities from the given documents. We evaluate DFGN on HotpotQA, a public TBQA dataset requiring multi-hop reasoning. DFGN achieves competitive results on the public board. Furthermore, our analysis shows DFGN produces interpretable reasoning chains." @default.
- W2946542158 created "2019-05-29" @default.
- W2946542158 creator A5001571390 @default.
- W2946542158 creator A5018175876 @default.
- W2946542158 creator A5022574607 @default.
- W2946542158 creator A5037311972 @default.
- W2946542158 creator A5065571513 @default.
- W2946542158 creator A5073486488 @default.
- W2946542158 creator A5090720315 @default.
- W2946542158 date "2019-05-16" @default.
- W2946542158 modified "2023-09-27" @default.
- W2946542158 title "Dynamically Fused Graph Network for Multi-hop Reasoning" @default.
- W2946542158 cites W1544827683 @default.
- W2946542158 cites W2064675550 @default.
- W2946542158 cites W2123442489 @default.
- W2946542158 cites W2144578941 @default.
- W2946542158 cites W2538616903 @default.
- W2946542158 cites W2551396370 @default.
- W2946542158 cites W2740747242 @default.
- W2946542158 cites W2771857412 @default.
- W2946542158 cites W2889283903 @default.
- W2946542158 cites W2889787757 @default.
- W2946542158 cites W2951008357 @default.
- W2946542158 cites W2963159735 @default.
- W2946542158 cites W2963341956 @default.
- W2946542158 cites W2963681467 @default.
- W2946542158 cites W2963748441 @default.
- W2946542158 cites W2963858333 @default.
- W2946542158 cites W2963866616 @default.
- W2946542158 cites W2964120615 @default.
- W2946542158 cites W2964121744 @default.
- W2946542158 cites W2964151654 @default.
- W2946542158 cites W580074167 @default.
- W2946542158 doi "https://doi.org/10.48550/arxiv.1905.06933" @default.
- W2946542158 hasPublicationYear "2019" @default.
- W2946542158 type Work @default.
- W2946542158 sameAs 2946542158 @default.
- W2946542158 citedByCount "27" @default.
- W2946542158 countsByYear W29465421582018 @default.
- W2946542158 countsByYear W29465421582019 @default.
- W2946542158 countsByYear W29465421582020 @default.
- W2946542158 countsByYear W29465421582021 @default.
- W2946542158 crossrefType "posted-content" @default.
- W2946542158 hasAuthorship W2946542158A5001571390 @default.
- W2946542158 hasAuthorship W2946542158A5018175876 @default.
- W2946542158 hasAuthorship W2946542158A5022574607 @default.
- W2946542158 hasAuthorship W2946542158A5037311972 @default.
- W2946542158 hasAuthorship W2946542158A5065571513 @default.
- W2946542158 hasAuthorship W2946542158A5073486488 @default.
- W2946542158 hasAuthorship W2946542158A5090720315 @default.
- W2946542158 hasBestOaLocation W29465421581 @default.
- W2946542158 hasConcept C120665830 @default.
- W2946542158 hasConcept C121332964 @default.
- W2946542158 hasConcept C132525143 @default.
- W2946542158 hasConcept C136764020 @default.
- W2946542158 hasConcept C154945302 @default.
- W2946542158 hasConcept C192209626 @default.
- W2946542158 hasConcept C23123220 @default.
- W2946542158 hasConcept C25906391 @default.
- W2946542158 hasConcept C2777206241 @default.
- W2946542158 hasConcept C31258907 @default.
- W2946542158 hasConcept C41008148 @default.
- W2946542158 hasConcept C80444323 @default.
- W2946542158 hasConceptScore W2946542158C120665830 @default.
- W2946542158 hasConceptScore W2946542158C121332964 @default.
- W2946542158 hasConceptScore W2946542158C132525143 @default.
- W2946542158 hasConceptScore W2946542158C136764020 @default.
- W2946542158 hasConceptScore W2946542158C154945302 @default.
- W2946542158 hasConceptScore W2946542158C192209626 @default.
- W2946542158 hasConceptScore W2946542158C23123220 @default.
- W2946542158 hasConceptScore W2946542158C25906391 @default.
- W2946542158 hasConceptScore W2946542158C2777206241 @default.
- W2946542158 hasConceptScore W2946542158C31258907 @default.
- W2946542158 hasConceptScore W2946542158C41008148 @default.
- W2946542158 hasConceptScore W2946542158C80444323 @default.
- W2946542158 hasLocation W29465421581 @default.
- W2946542158 hasOpenAccess W2946542158 @default.
- W2946542158 hasPrimaryLocation W29465421581 @default.
- W2946542158 hasRelatedWork W1488266984 @default.
- W2946542158 hasRelatedWork W2101955803 @default.
- W2946542158 hasRelatedWork W2144190808 @default.
- W2946542158 hasRelatedWork W2384888906 @default.
- W2946542158 hasRelatedWork W2387134327 @default.
- W2946542158 hasRelatedWork W2529191231 @default.
- W2946542158 hasRelatedWork W2960216239 @default.
- W2946542158 hasRelatedWork W2989536007 @default.
- W2946542158 hasRelatedWork W3202519082 @default.
- W2946542158 hasRelatedWork W563404 @default.
- W2946542158 isParatext "false" @default.
- W2946542158 isRetracted "false" @default.
- W2946542158 magId "2946542158" @default.
- W2946542158 workType "article" @default.