Matches in SemOpenAlex for { <https://semopenalex.org/work/W2801497691> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W2801497691 abstract "Abstractive text summarization is a highly difficult problem, and the sequence-to-sequence model has shown success in improving the performance on the task. However, the generated summaries are often inconsistent with the source content in semantics. In such cases, when generating summaries, the model selects semantically unrelated words with respect to the source content as the most probable output. The problem can be attributed to heuristically constructed training data, where summaries can be unrelated to the source content, thus containing semantically unrelated words and spurious word correspondence. In this paper, we propose a regularization approach for the sequence-to-sequence model and make use of what the model has learned to regularize the learning objective to alleviate the effect of the problem. In addition, we propose a practical human evaluation method to address the problem that the existing automatic evaluation method does not evaluate the semantic consistency with the source content properly. Experimental results demonstrate the effectiveness of the proposed approach, which outperforms almost all the existing models. Especially, the proposed approach improves the semantic consistency by 4% in terms of human evaluation." @default.
- W2801497691 created "2018-05-17" @default.
- W2801497691 creator A5000258378 @default.
- W2801497691 creator A5006497264 @default.
- W2801497691 creator A5044544424 @default.
- W2801497691 creator A5049239373 @default.
- W2801497691 creator A5066310925 @default.
- W2801497691 creator A5078351384 @default.
- W2801497691 date "2018-05-10" @default.
- W2801497691 modified "2023-09-27" @default.
- W2801497691 title "Regularizing Output Distribution of Abstractive Chinese Social Media Text Summarization for Improved Semantic Consistency" @default.
- W2801497691 cites W1522301498 @default.
- W2801497691 cites W1821462560 @default.
- W2801497691 cites W1843891098 @default.
- W2801497691 cites W2064675550 @default.
- W2801497691 cites W2100664567 @default.
- W2801497691 cites W2133564696 @default.
- W2801497691 cites W2154652894 @default.
- W2801497691 cites W2186046013 @default.
- W2801497691 cites W2304113845 @default.
- W2801497691 cites W2467173223 @default.
- W2801497691 cites W2496749113 @default.
- W2801497691 cites W2521284735 @default.
- W2801497691 cites W2573425638 @default.
- W2801497691 cites W2606974598 @default.
- W2801497691 cites W2787534827 @default.
- W2801497691 cites W2787711783 @default.
- W2801497691 cites W2793501144 @default.
- W2801497691 cites W2798314886 @default.
- W2801497691 cites W2949888546 @default.
- W2801497691 cites W2951727499 @default.
- W2801497691 cites W2962996600 @default.
- W2801497691 doi "https://doi.org/10.48550/arxiv.1805.04033" @default.
- W2801497691 hasPublicationYear "2018" @default.
- W2801497691 type Work @default.
- W2801497691 sameAs 2801497691 @default.
- W2801497691 citedByCount "3" @default.
- W2801497691 countsByYear W28014976912018 @default.
- W2801497691 countsByYear W28014976912019 @default.
- W2801497691 crossrefType "posted-content" @default.
- W2801497691 hasAuthorship W2801497691A5000258378 @default.
- W2801497691 hasAuthorship W2801497691A5006497264 @default.
- W2801497691 hasAuthorship W2801497691A5044544424 @default.
- W2801497691 hasAuthorship W2801497691A5049239373 @default.
- W2801497691 hasAuthorship W2801497691A5066310925 @default.
- W2801497691 hasAuthorship W2801497691A5078351384 @default.
- W2801497691 hasBestOaLocation W28014976911 @default.
- W2801497691 hasConcept C119857082 @default.
- W2801497691 hasConcept C154945302 @default.
- W2801497691 hasConcept C170858558 @default.
- W2801497691 hasConcept C184337299 @default.
- W2801497691 hasConcept C199360897 @default.
- W2801497691 hasConcept C204321447 @default.
- W2801497691 hasConcept C23123220 @default.
- W2801497691 hasConcept C2524010 @default.
- W2801497691 hasConcept C2776135515 @default.
- W2801497691 hasConcept C2776436953 @default.
- W2801497691 hasConcept C2778112365 @default.
- W2801497691 hasConcept C33923547 @default.
- W2801497691 hasConcept C41008148 @default.
- W2801497691 hasConcept C54355233 @default.
- W2801497691 hasConcept C86803240 @default.
- W2801497691 hasConcept C90805587 @default.
- W2801497691 hasConcept C97256817 @default.
- W2801497691 hasConceptScore W2801497691C119857082 @default.
- W2801497691 hasConceptScore W2801497691C154945302 @default.
- W2801497691 hasConceptScore W2801497691C170858558 @default.
- W2801497691 hasConceptScore W2801497691C184337299 @default.
- W2801497691 hasConceptScore W2801497691C199360897 @default.
- W2801497691 hasConceptScore W2801497691C204321447 @default.
- W2801497691 hasConceptScore W2801497691C23123220 @default.
- W2801497691 hasConceptScore W2801497691C2524010 @default.
- W2801497691 hasConceptScore W2801497691C2776135515 @default.
- W2801497691 hasConceptScore W2801497691C2776436953 @default.
- W2801497691 hasConceptScore W2801497691C2778112365 @default.
- W2801497691 hasConceptScore W2801497691C33923547 @default.
- W2801497691 hasConceptScore W2801497691C41008148 @default.
- W2801497691 hasConceptScore W2801497691C54355233 @default.
- W2801497691 hasConceptScore W2801497691C86803240 @default.
- W2801497691 hasConceptScore W2801497691C90805587 @default.
- W2801497691 hasConceptScore W2801497691C97256817 @default.
- W2801497691 hasLocation W28014976911 @default.
- W2801497691 hasLocation W28014976912 @default.
- W2801497691 hasOpenAccess W2801497691 @default.
- W2801497691 hasPrimaryLocation W28014976911 @default.
- W2801497691 hasRelatedWork W132250100 @default.
- W2801497691 hasRelatedWork W2093597205 @default.
- W2801497691 hasRelatedWork W2099984331 @default.
- W2801497691 hasRelatedWork W2361032643 @default.
- W2801497691 hasRelatedWork W2389846579 @default.
- W2801497691 hasRelatedWork W2392495745 @default.
- W2801497691 hasRelatedWork W2747680751 @default.
- W2801497691 hasRelatedWork W2801497691 @default.
- W2801497691 hasRelatedWork W2889225658 @default.
- W2801497691 hasRelatedWork W2981651290 @default.
- W2801497691 isParatext "false" @default.
- W2801497691 isRetracted "false" @default.
- W2801497691 magId "2801497691" @default.
- W2801497691 workType "article" @default.