Matches in SemOpenAlex for { <https://semopenalex.org/work/W3165960868> ?p ?o ?g. }
Showing items 1 to 85 of
85
with 100 items per page.
- W3165960868 abstract "Recent studies strive to incorporate various human rationales into neural networks to improve model performance, but few pay attention to the quality of the rationales. Most existing methods distribute their models' focus to distantly-labeled rationale words entirely and equally, while ignoring the potential important non-rationale words and not distinguishing the importance of different rationale words. In this paper, we propose two novel auxiliary loss functions to make better use of distantly-labeled rationales, which encourage models to maintain their focus on important words beyond labeled rationales (PINs) and alleviate redundant training on non-helpful rationales (NoIRs). Experiments on two representative classification tasks show that our proposed methods can push a classification model to effectively learn crucial clues from non-perfect rationales while maintaining the ability to spread its focus to other unlabeled important words, thus significantly outperform existing methods." @default.
- W3165960868 created "2021-06-22" @default.
- W3165960868 creator A5036495504 @default.
- W3165960868 creator A5037132097 @default.
- W3165960868 creator A5079377634 @default.
- W3165960868 creator A5079631942 @default.
- W3165960868 date "2021-06-03" @default.
- W3165960868 modified "2023-10-18" @default.
- W3165960868 title "Exploring Distantly-Labeled Rationales in Neural Network Models" @default.
- W3165960868 cites W2165516035 @default.
- W3165960868 cites W2250539671 @default.
- W3165960868 cites W2250575108 @default.
- W3165960868 cites W2251939518 @default.
- W3165960868 cites W2282821441 @default.
- W3165960868 cites W2594633041 @default.
- W3165960868 cites W2687967308 @default.
- W3165960868 cites W2739918945 @default.
- W3165960868 cites W2788474500 @default.
- W3165960868 cites W2799010330 @default.
- W3165960868 cites W2859933222 @default.
- W3165960868 cites W2889436406 @default.
- W3165960868 cites W2891417293 @default.
- W3165960868 cites W2916412776 @default.
- W3165960868 cites W2949276121 @default.
- W3165960868 cites W2951576127 @default.
- W3165960868 cites W2963233086 @default.
- W3165960868 cites W2963737801 @default.
- W3165960868 cites W2963798744 @default.
- W3165960868 cites W2964121744 @default.
- W3165960868 cites W2964159778 @default.
- W3165960868 cites W2970155250 @default.
- W3165960868 cites W2996507500 @default.
- W3165960868 cites W3034444624 @default.
- W3165960868 cites W3035503910 @default.
- W3165960868 cites W3100117936 @default.
- W3165960868 doi "https://doi.org/10.48550/arxiv.2106.01809" @default.
- W3165960868 hasPublicationYear "2021" @default.
- W3165960868 type Work @default.
- W3165960868 sameAs 3165960868 @default.
- W3165960868 citedByCount "0" @default.
- W3165960868 crossrefType "posted-content" @default.
- W3165960868 hasAuthorship W3165960868A5036495504 @default.
- W3165960868 hasAuthorship W3165960868A5037132097 @default.
- W3165960868 hasAuthorship W3165960868A5079377634 @default.
- W3165960868 hasAuthorship W3165960868A5079631942 @default.
- W3165960868 hasBestOaLocation W31659608681 @default.
- W3165960868 hasConcept C111472728 @default.
- W3165960868 hasConcept C119857082 @default.
- W3165960868 hasConcept C120665830 @default.
- W3165960868 hasConcept C121332964 @default.
- W3165960868 hasConcept C138885662 @default.
- W3165960868 hasConcept C154945302 @default.
- W3165960868 hasConcept C192209626 @default.
- W3165960868 hasConcept C2779530757 @default.
- W3165960868 hasConcept C2984842247 @default.
- W3165960868 hasConcept C41008148 @default.
- W3165960868 hasConcept C50644808 @default.
- W3165960868 hasConceptScore W3165960868C111472728 @default.
- W3165960868 hasConceptScore W3165960868C119857082 @default.
- W3165960868 hasConceptScore W3165960868C120665830 @default.
- W3165960868 hasConceptScore W3165960868C121332964 @default.
- W3165960868 hasConceptScore W3165960868C138885662 @default.
- W3165960868 hasConceptScore W3165960868C154945302 @default.
- W3165960868 hasConceptScore W3165960868C192209626 @default.
- W3165960868 hasConceptScore W3165960868C2779530757 @default.
- W3165960868 hasConceptScore W3165960868C2984842247 @default.
- W3165960868 hasConceptScore W3165960868C41008148 @default.
- W3165960868 hasConceptScore W3165960868C50644808 @default.
- W3165960868 hasLocation W31659608681 @default.
- W3165960868 hasOpenAccess W3165960868 @default.
- W3165960868 hasPrimaryLocation W31659608681 @default.
- W3165960868 hasRelatedWork W2791691546 @default.
- W3165960868 hasRelatedWork W2803981856 @default.
- W3165960868 hasRelatedWork W2950066684 @default.
- W3165960868 hasRelatedWork W3007495838 @default.
- W3165960868 hasRelatedWork W3012234327 @default.
- W3165960868 hasRelatedWork W3082895349 @default.
- W3165960868 hasRelatedWork W3157439253 @default.
- W3165960868 hasRelatedWork W3179488938 @default.
- W3165960868 hasRelatedWork W3200739883 @default.
- W3165960868 hasRelatedWork W1629725936 @default.
- W3165960868 isParatext "false" @default.
- W3165960868 isRetracted "false" @default.
- W3165960868 magId "3165960868" @default.
- W3165960868 workType "article" @default.