Matches in SemOpenAlex for { <https://semopenalex.org/work/W3022499739> ?p ?o ?g. }
Showing items 1 to 92 of
92
with 100 items per page.
- W3022499739 abstract "Most studies on abstractive summarization report ROUGE scores between system and reference summaries. However, we have a concern about the truthfulness of generated summaries: whether all facts of a generated summary are mentioned in the source text. This paper explores improving the truthfulness in headline generation on two popular datasets. Analyzing headlines generated by the state-of-the-art encoder-decoder model, we show that the model sometimes generates untruthful headlines. We conjecture that one of the reasons lies in untruthful supervision data used for training the model. In order to quantify the truthfulness of article-headline pairs, we consider the textual entailment of whether an article entails its headline. After confirming quite a few untruthful instances in the datasets, this study hypothesizes that removing untruthful instances from the supervision data may remedy the problem of the untruthful behaviors of the model. Building a binary classifier that predicts an entailment relation between an article and its headline, we filter out untruthful instances from the supervision data. Experimental results demonstrate that the headline generation model trained on filtered supervision data shows no clear difference in ROUGE scores but remarkable improvements in automatic and manual evaluations of the generated headlines." @default.
- W3022499739 created "2020-05-13" @default.
- W3022499739 creator A5048032066 @default.
- W3022499739 creator A5066940046 @default.
- W3022499739 creator A5075222372 @default.
- W3022499739 date "2020-05-02" @default.
- W3022499739 modified "2023-10-17" @default.
- W3022499739 title "Improving Truthfulness of Headline Generation" @default.
- W3022499739 cites W165283731 @default.
- W3022499739 cites W1980813323 @default.
- W3022499739 cites W2115322217 @default.
- W3022499739 cites W2118119027 @default.
- W3022499739 cites W2130942839 @default.
- W3022499739 cites W2144270295 @default.
- W3022499739 cites W2144933361 @default.
- W3022499739 cites W2293778248 @default.
- W3022499739 cites W2525778437 @default.
- W3022499739 cites W2561360547 @default.
- W3022499739 cites W2609482285 @default.
- W3022499739 cites W2741438349 @default.
- W3022499739 cites W2798542795 @default.
- W3022499739 cites W2802131712 @default.
- W3022499739 cites W2858627132 @default.
- W3022499739 cites W2892036296 @default.
- W3022499739 cites W2933138175 @default.
- W3022499739 cites W2944815030 @default.
- W3022499739 cites W2950692458 @default.
- W3022499739 cites W2951211142 @default.
- W3022499739 cites W2962965405 @default.
- W3022499739 cites W2963250244 @default.
- W3022499739 cites W2963341956 @default.
- W3022499739 cites W2963403868 @default.
- W3022499739 cites W2963676814 @default.
- W3022499739 cites W2963846996 @default.
- W3022499739 cites W2964285114 @default.
- W3022499739 cites W2964308564 @default.
- W3022499739 cites W2965373594 @default.
- W3022499739 cites W2971034336 @default.
- W3022499739 cites W2971274815 @default.
- W3022499739 cites W2981456979 @default.
- W3022499739 cites W3003921047 @default.
- W3022499739 cites W3101913037 @default.
- W3022499739 cites W3151369355 @default.
- W3022499739 doi "https://doi.org/10.48550/arxiv.2005.00882" @default.
- W3022499739 hasPublicationYear "2020" @default.
- W3022499739 type Work @default.
- W3022499739 sameAs 3022499739 @default.
- W3022499739 citedByCount "0" @default.
- W3022499739 crossrefType "posted-content" @default.
- W3022499739 hasAuthorship W3022499739A5048032066 @default.
- W3022499739 hasAuthorship W3022499739A5066940046 @default.
- W3022499739 hasAuthorship W3022499739A5075222372 @default.
- W3022499739 hasBestOaLocation W30224997391 @default.
- W3022499739 hasConcept C111919701 @default.
- W3022499739 hasConcept C118505674 @default.
- W3022499739 hasConcept C134752490 @default.
- W3022499739 hasConcept C138885662 @default.
- W3022499739 hasConcept C154945302 @default.
- W3022499739 hasConcept C170858558 @default.
- W3022499739 hasConcept C204321447 @default.
- W3022499739 hasConcept C2778689934 @default.
- W3022499739 hasConcept C41008148 @default.
- W3022499739 hasConcept C41895202 @default.
- W3022499739 hasConcept C95623464 @default.
- W3022499739 hasConceptScore W3022499739C111919701 @default.
- W3022499739 hasConceptScore W3022499739C118505674 @default.
- W3022499739 hasConceptScore W3022499739C134752490 @default.
- W3022499739 hasConceptScore W3022499739C138885662 @default.
- W3022499739 hasConceptScore W3022499739C154945302 @default.
- W3022499739 hasConceptScore W3022499739C170858558 @default.
- W3022499739 hasConceptScore W3022499739C204321447 @default.
- W3022499739 hasConceptScore W3022499739C2778689934 @default.
- W3022499739 hasConceptScore W3022499739C41008148 @default.
- W3022499739 hasConceptScore W3022499739C41895202 @default.
- W3022499739 hasConceptScore W3022499739C95623464 @default.
- W3022499739 hasLocation W30224997391 @default.
- W3022499739 hasOpenAccess W3022499739 @default.
- W3022499739 hasPrimaryLocation W30224997391 @default.
- W3022499739 hasRelatedWork W2747680751 @default.
- W3022499739 hasRelatedWork W2887112617 @default.
- W3022499739 hasRelatedWork W2937401546 @default.
- W3022499739 hasRelatedWork W3014410397 @default.
- W3022499739 hasRelatedWork W3107474891 @default.
- W3022499739 hasRelatedWork W3108736900 @default.
- W3022499739 hasRelatedWork W4252138507 @default.
- W3022499739 hasRelatedWork W4295358076 @default.
- W3022499739 hasRelatedWork W4312725858 @default.
- W3022499739 hasRelatedWork W4323363096 @default.
- W3022499739 isParatext "false" @default.
- W3022499739 isRetracted "false" @default.
- W3022499739 magId "3022499739" @default.
- W3022499739 workType "article" @default.