FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2884984080> ?p ?o ?g. }

• W2884984080 endingPage "877" @default.
• W2884984080 startingPage "864" @default.
• W2884984080 abstract "This paper presents the task of deeply analyzing user requests: the situation in ordering bots where users input an utterance, the bots would hopefully extract its full product descriptions and then parse them to recognize each product information (PI). This information is useful to help bots better understand user requests, and act upon a much wider range of actions. We model it as a two-layer sequence labeling problem and apply CRFs to solve the task. We investigate two different feature settings, which are manually designed and automatically learnt from neural models of LSTM and CNN, to build good CRF models. In designing features, we propose additional ones based on Brown clustering to enhance the performance of CRF models. To verify the effectiveness, we build a corpus in the retail domain to conduct extensive experiments. The results show that automatically learnt features are very effective and commonly yield better performance than manually designed features. In both settings, adding the information of tags in one layer can also boost the performance of the other layer. Overall, we achieve the best performance with the F-measure of 93.08% in recognizing full product descriptions, and the F-measure of 92.97% in recognizing PI. To our knowledge, this is the first attempt towards understanding user utterances in the context of building Vietnamese ordering bots." @default.
• W2884984080 created "2018-08-03" @default.
• W2884984080 creator A5049738240 @default.
• W2884984080 creator A5082157389 @default.
• W2884984080 date "2018-01-01" @default.
• W2884984080 modified "2023-09-27" @default.
• W2884984080 title "Towards Understanding User Requests in AI Bots" @default.
• W2884984080 cites W1520377376 @default.
• W2884984080 cites W2008830554 @default.
• W2884984080 cites W2014559667 @default.
• W2884984080 cites W2064675550 @default.
• W2884984080 cites W2067326963 @default.
• W2884984080 cites W2136189984 @default.
• W2884984080 cites W2296283641 @default.
• W2884984080 cites W2396906557 @default.
• W2884984080 cites W2468392450 @default.
• W2884984080 cites W2510976782 @default.
• W2884984080 cites W2604580630 @default.
• W2884984080 cites W2740258984 @default.
• W2884984080 cites W2741321799 @default.
• W2884984080 cites W2779457220 @default.
• W2884984080 cites W2787328894 @default.
• W2884984080 doi "https://doi.org/10.1007/978-3-319-97304-3_66" @default.
• W2884984080 hasPublicationYear "2018" @default.
• W2884984080 type Work @default.
• W2884984080 sameAs 2884984080 @default.
• W2884984080 citedByCount "2" @default.
• W2884984080 countsByYear W28849840802020 @default.
• W2884984080 countsByYear W28849840802021 @default.
• W2884984080 crossrefType "book-chapter" @default.
• W2884984080 hasAuthorship W2884984080A5049738240 @default.
• W2884984080 hasAuthorship W2884984080A5082157389 @default.
• W2884984080 hasConcept C119857082 @default.
• W2884984080 hasConcept C120665830 @default.
• W2884984080 hasConcept C121332964 @default.
• W2884984080 hasConcept C138885662 @default.
• W2884984080 hasConcept C151730666 @default.
• W2884984080 hasConcept C152565575 @default.
• W2884984080 hasConcept C154945302 @default.
• W2884984080 hasConcept C162324750 @default.
• W2884984080 hasConcept C178790620 @default.
• W2884984080 hasConcept C185592680 @default.
• W2884984080 hasConcept C186644900 @default.
• W2884984080 hasConcept C187736073 @default.
• W2884984080 hasConcept C192209626 @default.
• W2884984080 hasConcept C204321447 @default.
• W2884984080 hasConcept C23123220 @default.
• W2884984080 hasConcept C2524010 @default.
• W2884984080 hasConcept C2775852435 @default.
• W2884984080 hasConcept C2775953691 @default.
• W2884984080 hasConcept C2776401178 @default.
• W2884984080 hasConcept C2779227376 @default.
• W2884984080 hasConcept C2779343474 @default.
• W2884984080 hasConcept C2780451532 @default.
• W2884984080 hasConcept C33923547 @default.
• W2884984080 hasConcept C41008148 @default.
• W2884984080 hasConcept C41895202 @default.
• W2884984080 hasConcept C73555534 @default.
• W2884984080 hasConcept C86803240 @default.
• W2884984080 hasConcept C90673727 @default.
• W2884984080 hasConceptScore W2884984080C119857082 @default.
• W2884984080 hasConceptScore W2884984080C120665830 @default.
• W2884984080 hasConceptScore W2884984080C121332964 @default.
• W2884984080 hasConceptScore W2884984080C138885662 @default.
• W2884984080 hasConceptScore W2884984080C151730666 @default.
• W2884984080 hasConceptScore W2884984080C152565575 @default.
• W2884984080 hasConceptScore W2884984080C154945302 @default.
• W2884984080 hasConceptScore W2884984080C162324750 @default.
• W2884984080 hasConceptScore W2884984080C178790620 @default.
• W2884984080 hasConceptScore W2884984080C185592680 @default.
• W2884984080 hasConceptScore W2884984080C186644900 @default.
• W2884984080 hasConceptScore W2884984080C187736073 @default.
• W2884984080 hasConceptScore W2884984080C192209626 @default.
• W2884984080 hasConceptScore W2884984080C204321447 @default.
• W2884984080 hasConceptScore W2884984080C23123220 @default.
• W2884984080 hasConceptScore W2884984080C2524010 @default.
• W2884984080 hasConceptScore W2884984080C2775852435 @default.
• W2884984080 hasConceptScore W2884984080C2775953691 @default.
• W2884984080 hasConceptScore W2884984080C2776401178 @default.
• W2884984080 hasConceptScore W2884984080C2779227376 @default.
• W2884984080 hasConceptScore W2884984080C2779343474 @default.
• W2884984080 hasConceptScore W2884984080C2780451532 @default.
• W2884984080 hasConceptScore W2884984080C33923547 @default.
• W2884984080 hasConceptScore W2884984080C41008148 @default.
• W2884984080 hasConceptScore W2884984080C41895202 @default.
• W2884984080 hasConceptScore W2884984080C73555534 @default.
• W2884984080 hasConceptScore W2884984080C86803240 @default.
• W2884984080 hasConceptScore W2884984080C90673727 @default.
• W2884984080 hasLocation W28849840801 @default.
• W2884984080 hasOpenAccess W2884984080 @default.
• W2884984080 hasPrimaryLocation W28849840801 @default.
• W2884984080 hasRelatedWork W115899963 @default.
• W2884984080 hasRelatedWork W1488429532 @default.
• W2884984080 hasRelatedWork W1574438376 @default.
• W2884984080 hasRelatedWork W1951440403 @default.
• W2884984080 hasRelatedWork W1979739192 @default.
• W2884984080 hasRelatedWork W2072403616 @default.
• W2884984080 hasRelatedWork W2276937987 @default.

• next