Matches in SemOpenAlex for { <https://semopenalex.org/work/W4312049915> ?p ?o ?g. }
Showing items 1 to 69 of
69
with 100 items per page.
- W4312049915 abstract "As more and more conversational and translation systems are deployed in production, it is essential to implement and to develop effective control mechanisms guaranteeing their proper functioning and security. An essential component to ensure safe system behavior is out-of-distribution (OOD) detection, which aims at detecting whether an input sample is statistically far from the training distribution. Although OOD detection is a widely covered topic in classification tasks, it has received much less attention in text generation. This paper addresses the problem of OOD detection for machine translation and dialog generation from an operational perspective. Our contributions include: (i) RAINPROOF a Relative informAItioN Projection ODD detection framework; and (ii) a more operational evaluation setting for OOD detection. Surprisingly, we find that OOD detection is not necessarily aligned with task-specific measures. The OOD detector may filter out samples that are well processed by the model and keep samples that are not, leading to weaker performance. Our results show that RAINPROOF breaks this curse and achieve good results in OOD detection while increasing performance." @default.
- W4312049915 created "2023-01-04" @default.
- W4312049915 creator A5028999775 @default.
- W4312049915 creator A5044425827 @default.
- W4312049915 creator A5071189599 @default.
- W4312049915 date "2022-12-18" @default.
- W4312049915 modified "2023-09-26" @default.
- W4312049915 title "Rainproof: An Umbrella To Shield Text Generators From Out-Of-Distribution Data" @default.
- W4312049915 doi "https://doi.org/10.48550/arxiv.2212.09171" @default.
- W4312049915 hasPublicationYear "2022" @default.
- W4312049915 type Work @default.
- W4312049915 citedByCount "0" @default.
- W4312049915 crossrefType "posted-content" @default.
- W4312049915 hasAuthorship W4312049915A5028999775 @default.
- W4312049915 hasAuthorship W4312049915A5044425827 @default.
- W4312049915 hasAuthorship W4312049915A5071189599 @default.
- W4312049915 hasBestOaLocation W43120499151 @default.
- W4312049915 hasConcept C104317684 @default.
- W4312049915 hasConcept C105580179 @default.
- W4312049915 hasConcept C11413529 @default.
- W4312049915 hasConcept C119857082 @default.
- W4312049915 hasConcept C124101348 @default.
- W4312049915 hasConcept C127413603 @default.
- W4312049915 hasConcept C136764020 @default.
- W4312049915 hasConcept C149364088 @default.
- W4312049915 hasConcept C154945302 @default.
- W4312049915 hasConcept C173853756 @default.
- W4312049915 hasConcept C185592680 @default.
- W4312049915 hasConcept C201995342 @default.
- W4312049915 hasConcept C2780451532 @default.
- W4312049915 hasConcept C41008148 @default.
- W4312049915 hasConcept C55493867 @default.
- W4312049915 hasConcept C57493831 @default.
- W4312049915 hasConcept C60777511 @default.
- W4312049915 hasConcept C89198739 @default.
- W4312049915 hasConceptScore W4312049915C104317684 @default.
- W4312049915 hasConceptScore W4312049915C105580179 @default.
- W4312049915 hasConceptScore W4312049915C11413529 @default.
- W4312049915 hasConceptScore W4312049915C119857082 @default.
- W4312049915 hasConceptScore W4312049915C124101348 @default.
- W4312049915 hasConceptScore W4312049915C127413603 @default.
- W4312049915 hasConceptScore W4312049915C136764020 @default.
- W4312049915 hasConceptScore W4312049915C149364088 @default.
- W4312049915 hasConceptScore W4312049915C154945302 @default.
- W4312049915 hasConceptScore W4312049915C173853756 @default.
- W4312049915 hasConceptScore W4312049915C185592680 @default.
- W4312049915 hasConceptScore W4312049915C201995342 @default.
- W4312049915 hasConceptScore W4312049915C2780451532 @default.
- W4312049915 hasConceptScore W4312049915C41008148 @default.
- W4312049915 hasConceptScore W4312049915C55493867 @default.
- W4312049915 hasConceptScore W4312049915C57493831 @default.
- W4312049915 hasConceptScore W4312049915C60777511 @default.
- W4312049915 hasConceptScore W4312049915C89198739 @default.
- W4312049915 hasLocation W43120499151 @default.
- W4312049915 hasOpenAccess W4312049915 @default.
- W4312049915 hasPrimaryLocation W43120499151 @default.
- W4312049915 hasRelatedWork W1570813436 @default.
- W4312049915 hasRelatedWork W1607341183 @default.
- W4312049915 hasRelatedWork W1862650538 @default.
- W4312049915 hasRelatedWork W2258651510 @default.
- W4312049915 hasRelatedWork W2352008582 @default.
- W4312049915 hasRelatedWork W2961085424 @default.
- W4312049915 hasRelatedWork W3211457618 @default.
- W4312049915 hasRelatedWork W4286907231 @default.
- W4312049915 hasRelatedWork W4306674287 @default.
- W4312049915 hasRelatedWork W628946606 @default.
- W4312049915 isParatext "false" @default.
- W4312049915 isRetracted "false" @default.
- W4312049915 workType "article" @default.