FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3199394443> ?p ?o ?g. }

• W3199394443 abstract "Beam search is the default decoding strategy for many sequence generation tasks in NLP. The set of approximate K-best items returned by the algorithm is a useful summary of the distribution for many applications; however, the candidates typically exhibit high overlap and may give a highly biased estimate for expectations under our model. These problems can be addressed by instead using stochastic decoding strategies. In this work, we propose a new method for turning beam search into a stochastic process: Conditional Poisson stochastic beam search. Rather than taking the maximizing set at each iteration, we sample K candidates without replacement according to the conditional Poisson sampling design. We view this as a more natural alternative to Kool et. al. 2019's stochastic beam search (SBS). Furthermore, we show how samples generated under the CPSBS design can be used to build consistent estimators and sample diverse sets from sequence models. In our experiments, we observe CPSBS produces lower variance and more efficient estimators than SBS, even showing improvements in high entropy settings." @default.
• W3199394443 created "2021-09-27" @default.
• W3199394443 creator A5029033876 @default.
• W3199394443 creator A5039644501 @default.
• W3199394443 creator A5052346902 @default.
• W3199394443 creator A5061951606 @default.
• W3199394443 date "2021-09-22" @default.
• W3199394443 modified "2023-09-23" @default.
• W3199394443 title "Conditional Poisson Stochastic Beam Search." @default.
• W3199394443 cites W1967573895 @default.
• W3199394443 cites W1969343869 @default.
• W3199394443 cites W1998433443 @default.
• W3199394443 cites W2001947543 @default.
• W3199394443 cites W2044116626 @default.
• W3199394443 cites W2101105183 @default.
• W3199394443 cites W2136657878 @default.
• W3199394443 cites W2167716306 @default.
• W3199394443 cites W2183341477 @default.
• W3199394443 cites W2418993857 @default.
• W3199394443 cites W2733115588 @default.
• W3199394443 cites W2788277448 @default.
• W3199394443 cites W2889326796 @default.
• W3199394443 cites W2933138175 @default.
• W3199394443 cites W2963247666 @default.
• W3199394443 cites W2963248296 @default.
• W3199394443 cites W2963366552 @default.
• W3199394443 cites W2963445392 @default.
• W3199394443 cites W2963463964 @default.
• W3199394443 cites W2963807318 @default.
• W3199394443 cites W2970597249 @default.
• W3199394443 cites W2994739919 @default.
• W3199394443 cites W2996287690 @default.
• W3199394443 cites W3020882730 @default.
• W3199394443 cites W3035519282 @default.
• W3199394443 cites W3091784310 @default.
• W3199394443 cites W3103014337 @default.
• W3199394443 cites W3115021520 @default.
• W3199394443 cites W3118026775 @default.
• W3199394443 cites W3174196343 @default.
• W3199394443 cites W346430303 @default.
• W3199394443 cites W1723675912 @default.
• W3199394443 hasPublicationYear "2021" @default.
• W3199394443 type Work @default.
• W3199394443 sameAs 3199394443 @default.
• W3199394443 citedByCount "0" @default.
• W3199394443 crossrefType "posted-content" @default.
• W3199394443 hasAuthorship W3199394443A5029033876 @default.
• W3199394443 hasAuthorship W3199394443A5039644501 @default.
• W3199394443 hasAuthorship W3199394443A5052346902 @default.
• W3199394443 hasAuthorship W3199394443A5061951606 @default.
• W3199394443 hasConcept C100906024 @default.
• W3199394443 hasConcept C105795698 @default.
• W3199394443 hasConcept C106301342 @default.
• W3199394443 hasConcept C11413529 @default.
• W3199394443 hasConcept C121332964 @default.
• W3199394443 hasConcept C125583679 @default.
• W3199394443 hasConcept C126255220 @default.
• W3199394443 hasConcept C177264268 @default.
• W3199394443 hasConcept C185429906 @default.
• W3199394443 hasConcept C186215838 @default.
• W3199394443 hasConcept C19889080 @default.
• W3199394443 hasConcept C199360897 @default.
• W3199394443 hasConcept C2778112365 @default.
• W3199394443 hasConcept C33923547 @default.
• W3199394443 hasConcept C41008148 @default.
• W3199394443 hasConcept C43555835 @default.
• W3199394443 hasConcept C54355233 @default.
• W3199394443 hasConcept C57273362 @default.
• W3199394443 hasConcept C62520636 @default.
• W3199394443 hasConcept C8272713 @default.
• W3199394443 hasConcept C86803240 @default.
• W3199394443 hasConceptScore W3199394443C100906024 @default.
• W3199394443 hasConceptScore W3199394443C105795698 @default.
• W3199394443 hasConceptScore W3199394443C106301342 @default.
• W3199394443 hasConceptScore W3199394443C11413529 @default.
• W3199394443 hasConceptScore W3199394443C121332964 @default.
• W3199394443 hasConceptScore W3199394443C125583679 @default.
• W3199394443 hasConceptScore W3199394443C126255220 @default.
• W3199394443 hasConceptScore W3199394443C177264268 @default.
• W3199394443 hasConceptScore W3199394443C185429906 @default.
• W3199394443 hasConceptScore W3199394443C186215838 @default.
• W3199394443 hasConceptScore W3199394443C19889080 @default.
• W3199394443 hasConceptScore W3199394443C199360897 @default.
• W3199394443 hasConceptScore W3199394443C2778112365 @default.
• W3199394443 hasConceptScore W3199394443C33923547 @default.
• W3199394443 hasConceptScore W3199394443C41008148 @default.
• W3199394443 hasConceptScore W3199394443C43555835 @default.
• W3199394443 hasConceptScore W3199394443C54355233 @default.
• W3199394443 hasConceptScore W3199394443C57273362 @default.
• W3199394443 hasConceptScore W3199394443C62520636 @default.
• W3199394443 hasConceptScore W3199394443C8272713 @default.
• W3199394443 hasConceptScore W3199394443C86803240 @default.
• W3199394443 hasOpenAccess W3199394443 @default.
• W3199394443 hasRelatedWork W1445145044 @default.
• W3199394443 hasRelatedWork W1992257188 @default.
• W3199394443 hasRelatedWork W2109125156 @default.
• W3199394443 hasRelatedWork W2116150816 @default.
• W3199394443 hasRelatedWork W2118948426 @default.
• W3199394443 hasRelatedWork W2258625096 @default.
• W3199394443 hasRelatedWork W2521273508 @default.

• next