Matches in SemOpenAlex for { <https://semopenalex.org/work/W4289548169> ?p ?o ?g. }
Showing items 1 to 57 of
57
with 100 items per page.
- W4289548169 abstract "Retrieval models in information retrieval are used to rank documents for typically under-specified queries. Today machine learning is used to learn retrieval models from click logs and/or relevance judgments that maximizes an objective correlated with user satisfaction. As these models become increasingly powerful and sophisticated, they also become harder to understand. Consequently, it is hard for to identify artifacts in training, data specific biases and intents from a complex trained model like neural rankers even if trained purely on text features. EXS is a search system designed specifically to provide its users with insight into the following questions: `What is the intent of the query according to the ranker?', `Why is this document ranked higher than another?' and `Why is this document relevant to the query?'. EXS uses a version of a popular posthoc explanation method for classifiers -- LIME, adapted specifically to answer these questions. We show how such a system can effectively help a user understand the results of neural rankers and highlight areas of improvement." @default.
- W4289548169 created "2022-08-03" @default.
- W4289548169 creator A5019378930 @default.
- W4289548169 creator A5075681290 @default.
- W4289548169 date "2018-09-11" @default.
- W4289548169 modified "2023-09-28" @default.
- W4289548169 title "EXS: Explainable Search Using Local Model Agnostic Interpretability" @default.
- W4289548169 doi "https://doi.org/10.48550/arxiv.1809.03857" @default.
- W4289548169 hasPublicationYear "2018" @default.
- W4289548169 type Work @default.
- W4289548169 citedByCount "0" @default.
- W4289548169 crossrefType "posted-content" @default.
- W4289548169 hasAuthorship W4289548169A5019378930 @default.
- W4289548169 hasAuthorship W4289548169A5075681290 @default.
- W4289548169 hasBestOaLocation W42895481691 @default.
- W4289548169 hasConcept C114614502 @default.
- W4289548169 hasConcept C119857082 @default.
- W4289548169 hasConcept C154945302 @default.
- W4289548169 hasConcept C158154518 @default.
- W4289548169 hasConcept C164226766 @default.
- W4289548169 hasConcept C17744445 @default.
- W4289548169 hasConcept C189430467 @default.
- W4289548169 hasConcept C199539241 @default.
- W4289548169 hasConcept C23123220 @default.
- W4289548169 hasConcept C2781067378 @default.
- W4289548169 hasConcept C33923547 @default.
- W4289548169 hasConcept C41008148 @default.
- W4289548169 hasConcept C86037889 @default.
- W4289548169 hasConceptScore W4289548169C114614502 @default.
- W4289548169 hasConceptScore W4289548169C119857082 @default.
- W4289548169 hasConceptScore W4289548169C154945302 @default.
- W4289548169 hasConceptScore W4289548169C158154518 @default.
- W4289548169 hasConceptScore W4289548169C164226766 @default.
- W4289548169 hasConceptScore W4289548169C17744445 @default.
- W4289548169 hasConceptScore W4289548169C189430467 @default.
- W4289548169 hasConceptScore W4289548169C199539241 @default.
- W4289548169 hasConceptScore W4289548169C23123220 @default.
- W4289548169 hasConceptScore W4289548169C2781067378 @default.
- W4289548169 hasConceptScore W4289548169C33923547 @default.
- W4289548169 hasConceptScore W4289548169C41008148 @default.
- W4289548169 hasConceptScore W4289548169C86037889 @default.
- W4289548169 hasLocation W42895481691 @default.
- W4289548169 hasOpenAccess W4289548169 @default.
- W4289548169 hasPrimaryLocation W42895481691 @default.
- W4289548169 hasRelatedWork W104148947 @default.
- W4289548169 hasRelatedWork W1528738305 @default.
- W4289548169 hasRelatedWork W2027289847 @default.
- W4289548169 hasRelatedWork W2237756989 @default.
- W4289548169 hasRelatedWork W2293317945 @default.
- W4289548169 hasRelatedWork W2294459391 @default.
- W4289548169 hasRelatedWork W2295417928 @default.
- W4289548169 hasRelatedWork W2470818894 @default.
- W4289548169 hasRelatedWork W3023128530 @default.
- W4289548169 hasRelatedWork W3199233695 @default.
- W4289548169 isParatext "false" @default.
- W4289548169 isRetracted "false" @default.
- W4289548169 workType "article" @default.