Matches in SemOpenAlex for { <https://semopenalex.org/work/W4226156613> ?p ?o ?g. }
Showing items 1 to 73 of
73
with 100 items per page.
- W4226156613 abstract "Community Question Answering (CQA) fora such as Stack Overflow and Yahoo! Answers contain a rich resource of answers to a wide range of community-based questions. Each question thread can receive a large number of answers with different perspectives. One goal of answer summarization is to produce a summary that reflects the range of answer perspectives. A major obstacle for this task is the absence of a dataset to provide supervision for producing such summaries. Recent works propose heuristics to create such data, but these are often noisy and do not cover all answer perspectives present. This work introduces a novel dataset of 4,631 CQA threads for answer summarization curated by professional linguists. Our pipeline gathers annotations for all subtasks of answer summarization, including relevant answer sentence selection, grouping these sentences based on perspectives, summarizing each perspective, and producing an overall summary. We analyze and benchmark state-of-the-art models on these subtasks and introduce a novel unsupervised approach for multi-perspective data augmentation that boosts summarization performance according to automatic evaluation. Finally, we propose reinforcement learning rewards to improve factual consistency and answer coverage and analyze areas for improvement." @default.
- W4226156613 created "2022-05-05" @default.
- W4226156613 creator A5006550483 @default.
- W4226156613 creator A5006794114 @default.
- W4226156613 creator A5023648764 @default.
- W4226156613 creator A5038581447 @default.
- W4226156613 creator A5060181397 @default.
- W4226156613 date "2021-11-11" @default.
- W4226156613 modified "2023-09-27" @default.
- W4226156613 title "AnswerSumm: A Manually-Curated Dataset and Pipeline for Answer Summarization" @default.
- W4226156613 doi "https://doi.org/10.48550/arxiv.2111.06474" @default.
- W4226156613 hasPublicationYear "2021" @default.
- W4226156613 type Work @default.
- W4226156613 citedByCount "0" @default.
- W4226156613 crossrefType "posted-content" @default.
- W4226156613 hasAuthorship W4226156613A5006550483 @default.
- W4226156613 hasAuthorship W4226156613A5006794114 @default.
- W4226156613 hasAuthorship W4226156613A5023648764 @default.
- W4226156613 hasAuthorship W4226156613A5038581447 @default.
- W4226156613 hasAuthorship W4226156613A5060181397 @default.
- W4226156613 hasBestOaLocation W42261566131 @default.
- W4226156613 hasConcept C111919701 @default.
- W4226156613 hasConcept C12713177 @default.
- W4226156613 hasConcept C127705205 @default.
- W4226156613 hasConcept C13280743 @default.
- W4226156613 hasConcept C154945302 @default.
- W4226156613 hasConcept C170858558 @default.
- W4226156613 hasConcept C185798385 @default.
- W4226156613 hasConcept C199360897 @default.
- W4226156613 hasConcept C204321447 @default.
- W4226156613 hasConcept C205649164 @default.
- W4226156613 hasConcept C23123220 @default.
- W4226156613 hasConcept C2522767166 @default.
- W4226156613 hasConcept C2776436953 @default.
- W4226156613 hasConcept C2777530160 @default.
- W4226156613 hasConcept C2780719617 @default.
- W4226156613 hasConcept C41008148 @default.
- W4226156613 hasConcept C43521106 @default.
- W4226156613 hasConcept C44291984 @default.
- W4226156613 hasConceptScore W4226156613C111919701 @default.
- W4226156613 hasConceptScore W4226156613C12713177 @default.
- W4226156613 hasConceptScore W4226156613C127705205 @default.
- W4226156613 hasConceptScore W4226156613C13280743 @default.
- W4226156613 hasConceptScore W4226156613C154945302 @default.
- W4226156613 hasConceptScore W4226156613C170858558 @default.
- W4226156613 hasConceptScore W4226156613C185798385 @default.
- W4226156613 hasConceptScore W4226156613C199360897 @default.
- W4226156613 hasConceptScore W4226156613C204321447 @default.
- W4226156613 hasConceptScore W4226156613C205649164 @default.
- W4226156613 hasConceptScore W4226156613C23123220 @default.
- W4226156613 hasConceptScore W4226156613C2522767166 @default.
- W4226156613 hasConceptScore W4226156613C2776436953 @default.
- W4226156613 hasConceptScore W4226156613C2777530160 @default.
- W4226156613 hasConceptScore W4226156613C2780719617 @default.
- W4226156613 hasConceptScore W4226156613C41008148 @default.
- W4226156613 hasConceptScore W4226156613C43521106 @default.
- W4226156613 hasConceptScore W4226156613C44291984 @default.
- W4226156613 hasLocation W42261566131 @default.
- W4226156613 hasOpenAccess W4226156613 @default.
- W4226156613 hasPrimaryLocation W42261566131 @default.
- W4226156613 hasRelatedWork W1512698090 @default.
- W4226156613 hasRelatedWork W1517743118 @default.
- W4226156613 hasRelatedWork W2011304691 @default.
- W4226156613 hasRelatedWork W2035950535 @default.
- W4226156613 hasRelatedWork W2747680751 @default.
- W4226156613 hasRelatedWork W2788425081 @default.
- W4226156613 hasRelatedWork W2949852839 @default.
- W4226156613 hasRelatedWork W3100299802 @default.
- W4226156613 hasRelatedWork W4280575577 @default.
- W4226156613 hasRelatedWork W2549211093 @default.
- W4226156613 isParatext "false" @default.
- W4226156613 isRetracted "false" @default.
- W4226156613 workType "article" @default.