Matches in SemOpenAlex for { <https://semopenalex.org/work/W3197844043> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W3197844043 abstract "Clarifying an underlying user information need is an important aspect of a modern-day IR system. The importance of clarification is even higher in limited-bandwidth scenarios, such as conversational or mobile search, where a user is unable to easily browse through a long list of retrieved results. Thus, asking clarifying questions about user's potentially ambiguous queries arises as one of the main tasks of conversational search. Recent approaches have, while making significant progress in the field, remained limited to selecting a clarifying question from a predefined set or prompting the user with vague or template-based questions. However, with the recent advances in text generation through large-scale language models, an ideal system should generate the next clarifying question. The challenge of generating an appropriate clarifying question is twofold: 1) to produce the question in coherent natural language; 2) to ask a question that is relevant to the user query. In this paper, we propose a model that generates clarifying questions with respect to the user query and query facets. We fine-tune the GPT-2 language model to generate questions related to the query and one of the extracted query facets. Compared to competitive baselines, results show that our proposed method is both natural and useful, as judged by human annotators. Moreover, we discuss the potential theoretical framework this approach would fit in. We release the code for future work and reproducibility purposes." @default.
- W3197844043 created "2021-09-13" @default.
- W3197844043 creator A5012367814 @default.
- W3197844043 creator A5049735488 @default.
- W3197844043 creator A5063466614 @default.
- W3197844043 date "2021-07-11" @default.
- W3197844043 modified "2023-10-14" @default.
- W3197844043 title "Towards Facet-Driven Generation of Clarifying Questions for Conversational Search" @default.
- W3197844043 cites W1552182777 @default.
- W3197844043 cites W1993378086 @default.
- W3197844043 cites W2059216172 @default.
- W3197844043 cites W2154735567 @default.
- W3197844043 cites W2590822507 @default.
- W3197844043 cites W2798575418 @default.
- W3197844043 cites W2898076813 @default.
- W3197844043 cites W2963033005 @default.
- W3197844043 cites W2963903950 @default.
- W3197844043 cites W2964110616 @default.
- W3197844043 cites W2971034336 @default.
- W3197844043 cites W2979826702 @default.
- W3197844043 cites W2983846595 @default.
- W3197844043 cites W3003611599 @default.
- W3197844043 cites W3004092718 @default.
- W3197844043 cites W3043859333 @default.
- W3197844043 cites W3047936157 @default.
- W3197844043 cites W3093651360 @default.
- W3197844043 cites W3099203518 @default.
- W3197844043 cites W3100036795 @default.
- W3197844043 cites W3102862020 @default.
- W3197844043 cites W3103398753 @default.
- W3197844043 cites W3105690102 @default.
- W3197844043 cites W3131173775 @default.
- W3197844043 cites W3150842384 @default.
- W3197844043 cites W4206671592 @default.
- W3197844043 doi "https://doi.org/10.1145/3471158.3472257" @default.
- W3197844043 hasPublicationYear "2021" @default.
- W3197844043 type Work @default.
- W3197844043 sameAs 3197844043 @default.
- W3197844043 citedByCount "9" @default.
- W3197844043 countsByYear W31978440432022 @default.
- W3197844043 countsByYear W31978440432023 @default.
- W3197844043 crossrefType "proceedings-article" @default.
- W3197844043 hasAuthorship W3197844043A5012367814 @default.
- W3197844043 hasAuthorship W3197844043A5049735488 @default.
- W3197844043 hasAuthorship W3197844043A5063466614 @default.
- W3197844043 hasConcept C107457646 @default.
- W3197844043 hasConcept C118689300 @default.
- W3197844043 hasConcept C136264566 @default.
- W3197844043 hasConcept C154945302 @default.
- W3197844043 hasConcept C162324750 @default.
- W3197844043 hasConcept C164120249 @default.
- W3197844043 hasConcept C177264268 @default.
- W3197844043 hasConcept C192028432 @default.
- W3197844043 hasConcept C195324797 @default.
- W3197844043 hasConcept C199360897 @default.
- W3197844043 hasConcept C202444582 @default.
- W3197844043 hasConcept C23123220 @default.
- W3197844043 hasConcept C2776187449 @default.
- W3197844043 hasConcept C33923547 @default.
- W3197844043 hasConcept C41008148 @default.
- W3197844043 hasConcept C90329073 @default.
- W3197844043 hasConcept C9652623 @default.
- W3197844043 hasConcept C97854310 @default.
- W3197844043 hasConceptScore W3197844043C107457646 @default.
- W3197844043 hasConceptScore W3197844043C118689300 @default.
- W3197844043 hasConceptScore W3197844043C136264566 @default.
- W3197844043 hasConceptScore W3197844043C154945302 @default.
- W3197844043 hasConceptScore W3197844043C162324750 @default.
- W3197844043 hasConceptScore W3197844043C164120249 @default.
- W3197844043 hasConceptScore W3197844043C177264268 @default.
- W3197844043 hasConceptScore W3197844043C192028432 @default.
- W3197844043 hasConceptScore W3197844043C195324797 @default.
- W3197844043 hasConceptScore W3197844043C199360897 @default.
- W3197844043 hasConceptScore W3197844043C202444582 @default.
- W3197844043 hasConceptScore W3197844043C23123220 @default.
- W3197844043 hasConceptScore W3197844043C2776187449 @default.
- W3197844043 hasConceptScore W3197844043C33923547 @default.
- W3197844043 hasConceptScore W3197844043C41008148 @default.
- W3197844043 hasConceptScore W3197844043C90329073 @default.
- W3197844043 hasConceptScore W3197844043C9652623 @default.
- W3197844043 hasConceptScore W3197844043C97854310 @default.
- W3197844043 hasLocation W31978440431 @default.
- W3197844043 hasOpenAccess W3197844043 @default.
- W3197844043 hasPrimaryLocation W31978440431 @default.
- W3197844043 hasRelatedWork W1601704076 @default.
- W3197844043 hasRelatedWork W2026738364 @default.
- W3197844043 hasRelatedWork W2088472058 @default.
- W3197844043 hasRelatedWork W2091192301 @default.
- W3197844043 hasRelatedWork W2113390685 @default.
- W3197844043 hasRelatedWork W2161902337 @default.
- W3197844043 hasRelatedWork W2363027842 @default.
- W3197844043 hasRelatedWork W2388669825 @default.
- W3197844043 hasRelatedWork W2587788185 @default.
- W3197844043 hasRelatedWork W2098306546 @default.
- W3197844043 isParatext "false" @default.
- W3197844043 isRetracted "false" @default.
- W3197844043 magId "3197844043" @default.
- W3197844043 workType "article" @default.