FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3213574164> ?p ?o ?g. }

• W3213574164 abstract "Multi-hop Question Answering (QA) is a challenging task because it requires precise reasoning with entity relations at every step towards the answer. The relations can be represented in terms of labels in knowledge graph (e.g., textit{spouse}) or text in text corpus (e.g., textit{they have been married for 26 years}). Existing models usually infer the answer by predicting the sequential relation path or aggregating the hidden graph features. The former is hard to optimize, and the latter lacks interpretability. In this paper, we propose TransferNet, an effective and transparent model for multi-hop QA, which supports both label and text relations in a unified framework. TransferNet jumps across entities at multiple steps. At each step, it attends to different parts of the question, computes activated scores for relations, and then transfer the previous entity scores along activated relations in a differentiable way. We carry out extensive experiments on three datasets and demonstrate that TransferNet surpasses the state-of-the-art models by a large margin. In particular, on MetaQA, it achieves 100% accuracy in 2-hop and 3-hop questions. By qualitative analysis, we show that TransferNet has transparent and interpretable intermediate results." @default.
• W3213574164 created "2021-11-22" @default.
• W3213574164 creator A5003324011 @default.
• W3213574164 creator A5011813023 @default.
• W3213574164 creator A5042324027 @default.
• W3213574164 creator A5060498828 @default.
• W3213574164 creator A5065882341 @default.
• W3213574164 date "2021-04-15" @default.
• W3213574164 modified "2023-09-23" @default.
• W3213574164 title "TransferNet: An Effective and Transparent Framework for Multi-hop Question Answering over Relation Graph" @default.
• W3213574164 cites W1924770834 @default.
• W3213574164 cites W2080133951 @default.
• W3213574164 cites W2094728533 @default.
• W3213574164 cites W2251079237 @default.
• W3213574164 cites W2252136820 @default.
• W3213574164 cites W2511149293 @default.
• W3213574164 cites W2546950329 @default.
• W3213574164 cites W2889787757 @default.
• W3213574164 cites W2890961898 @default.
• W3213574164 cites W2892197424 @default.
• W3213574164 cites W2919420119 @default.
• W3213574164 cites W2942639666 @default.
• W3213574164 cites W2945844671 @default.
• W3213574164 cites W2946088473 @default.
• W3213574164 cites W2962745909 @default.
• W3213574164 cites W2962922117 @default.
• W3213574164 cites W2963068946 @default.
• W3213574164 cites W2963339397 @default.
• W3213574164 cites W2963341956 @default.
• W3213574164 cites W2963432357 @default.
• W3213574164 cites W2963448850 @default.
• W3213574164 cites W2963748441 @default.
• W3213574164 cites W2964120615 @default.
• W3213574164 cites W2971155257 @default.
• W3213574164 cites W2994689640 @default.
• W3213574164 cites W2996428491 @default.
• W3213574164 cites W2996919866 @default.
• W3213574164 cites W2997759614 @default.
• W3213574164 cites W3001393026 @default.
• W3213574164 cites W3003186568 @default.
• W3213574164 cites W3006302474 @default.
• W3213574164 cites W3034862985 @default.
• W3213574164 cites W3098862418 @default.
• W3213574164 cites W3105055324 @default.
• W3213574164 cites W580074167 @default.
• W3213574164 doi "https://doi.org/10.48550/arxiv.2104.07302" @default.
• W3213574164 hasPublicationYear "2021" @default.
• W3213574164 type Work @default.
• W3213574164 sameAs 3213574164 @default.
• W3213574164 citedByCount "1" @default.
• W3213574164 countsByYear W32135741642022 @default.
• W3213574164 crossrefType "posted-content" @default.
• W3213574164 hasAuthorship W3213574164A5003324011 @default.
• W3213574164 hasAuthorship W3213574164A5011813023 @default.
• W3213574164 hasAuthorship W3213574164A5042324027 @default.
• W3213574164 hasAuthorship W3213574164A5060498828 @default.
• W3213574164 hasAuthorship W3213574164A5065882341 @default.
• W3213574164 hasBestOaLocation W32135741641 @default.
• W3213574164 hasConcept C132525143 @default.
• W3213574164 hasConcept C134306372 @default.
• W3213574164 hasConcept C154945302 @default.
• W3213574164 hasConcept C202615002 @default.
• W3213574164 hasConcept C204321447 @default.
• W3213574164 hasConcept C23123220 @default.
• W3213574164 hasConcept C25906391 @default.
• W3213574164 hasConcept C2781067378 @default.
• W3213574164 hasConcept C31258907 @default.
• W3213574164 hasConcept C33923547 @default.
• W3213574164 hasConcept C41008148 @default.
• W3213574164 hasConcept C44291984 @default.
• W3213574164 hasConcept C80444323 @default.
• W3213574164 hasConceptScore W3213574164C132525143 @default.
• W3213574164 hasConceptScore W3213574164C134306372 @default.
• W3213574164 hasConceptScore W3213574164C154945302 @default.
• W3213574164 hasConceptScore W3213574164C202615002 @default.
• W3213574164 hasConceptScore W3213574164C204321447 @default.
• W3213574164 hasConceptScore W3213574164C23123220 @default.
• W3213574164 hasConceptScore W3213574164C25906391 @default.
• W3213574164 hasConceptScore W3213574164C2781067378 @default.
• W3213574164 hasConceptScore W3213574164C31258907 @default.
• W3213574164 hasConceptScore W3213574164C33923547 @default.
• W3213574164 hasConceptScore W3213574164C41008148 @default.
• W3213574164 hasConceptScore W3213574164C44291984 @default.
• W3213574164 hasConceptScore W3213574164C80444323 @default.
• W3213574164 hasLocation W32135741641 @default.
• W3213574164 hasOpenAccess W3213574164 @default.
• W3213574164 hasPrimaryLocation W32135741641 @default.
• W3213574164 hasRelatedWork W128392744 @default.
• W3213574164 hasRelatedWork W207304934 @default.
• W3213574164 hasRelatedWork W2233955765 @default.
• W3213574164 hasRelatedWork W2366644548 @default.
• W3213574164 hasRelatedWork W2747680751 @default.
• W3213574164 hasRelatedWork W2808877322 @default.
• W3213574164 hasRelatedWork W2963532541 @default.
• W3213574164 hasRelatedWork W2974606281 @default.
• W3213574164 hasRelatedWork W3107474891 @default.
• W3213574164 hasRelatedWork W4299522971 @default.
• W3213574164 isParatext "false" @default.
• W3213574164 isRetracted "false" @default.
• W3213574164 magId "3213574164" @default.

• next