Matches in SemOpenAlex for { <https://semopenalex.org/work/W4380993141> ?p ?o ?g. }
Showing items 1 to 63 of
63
with 100 items per page.
- W4380993141 abstract "While static word embedding models are known to represent linguistic analogies as parallel lines in high-dimensional space, the underlying mechanism as to why they result in such geometric structures remains obscure. We find that an elementary contrastive-style method employed over distributional information performs competitively with popular word embedding models on analogy recovery tasks, while achieving dramatic speedups in training time. Further, we demonstrate that a contrastive loss is sufficient to create these parallel structures in word embeddings, and establish a precise relationship between the co-occurrence statistics and the geometric structure of the resulting word embeddings." @default.
- W4380993141 created "2023-06-17" @default.
- W4380993141 creator A5019307205 @default.
- W4380993141 creator A5058003291 @default.
- W4380993141 creator A5082742715 @default.
- W4380993141 date "2023-06-13" @default.
- W4380993141 modified "2023-09-25" @default.
- W4380993141 title "Contrastive Loss is All You Need to Recover Analogies as Parallel Lines" @default.
- W4380993141 doi "https://doi.org/10.48550/arxiv.2306.08221" @default.
- W4380993141 hasPublicationYear "2023" @default.
- W4380993141 type Work @default.
- W4380993141 citedByCount "0" @default.
- W4380993141 crossrefType "posted-content" @default.
- W4380993141 hasAuthorship W4380993141A5019307205 @default.
- W4380993141 hasAuthorship W4380993141A5058003291 @default.
- W4380993141 hasAuthorship W4380993141A5082742715 @default.
- W4380993141 hasBestOaLocation W43809931411 @default.
- W4380993141 hasConcept C111919701 @default.
- W4380993141 hasConcept C138885662 @default.
- W4380993141 hasConcept C154945302 @default.
- W4380993141 hasConcept C166957645 @default.
- W4380993141 hasConcept C204321447 @default.
- W4380993141 hasConcept C2776445246 @default.
- W4380993141 hasConcept C2777629044 @default.
- W4380993141 hasConcept C2778572836 @default.
- W4380993141 hasConcept C41008148 @default.
- W4380993141 hasConcept C41608201 @default.
- W4380993141 hasConcept C41895202 @default.
- W4380993141 hasConcept C521332185 @default.
- W4380993141 hasConcept C80444323 @default.
- W4380993141 hasConcept C90805587 @default.
- W4380993141 hasConcept C95457728 @default.
- W4380993141 hasConceptScore W4380993141C111919701 @default.
- W4380993141 hasConceptScore W4380993141C138885662 @default.
- W4380993141 hasConceptScore W4380993141C154945302 @default.
- W4380993141 hasConceptScore W4380993141C166957645 @default.
- W4380993141 hasConceptScore W4380993141C204321447 @default.
- W4380993141 hasConceptScore W4380993141C2776445246 @default.
- W4380993141 hasConceptScore W4380993141C2777629044 @default.
- W4380993141 hasConceptScore W4380993141C2778572836 @default.
- W4380993141 hasConceptScore W4380993141C41008148 @default.
- W4380993141 hasConceptScore W4380993141C41608201 @default.
- W4380993141 hasConceptScore W4380993141C41895202 @default.
- W4380993141 hasConceptScore W4380993141C521332185 @default.
- W4380993141 hasConceptScore W4380993141C80444323 @default.
- W4380993141 hasConceptScore W4380993141C90805587 @default.
- W4380993141 hasConceptScore W4380993141C95457728 @default.
- W4380993141 hasLocation W43809931411 @default.
- W4380993141 hasOpenAccess W4380993141 @default.
- W4380993141 hasPrimaryLocation W43809931411 @default.
- W4380993141 hasRelatedWork W2270593706 @default.
- W4380993141 hasRelatedWork W2408387521 @default.
- W4380993141 hasRelatedWork W2771944056 @default.
- W4380993141 hasRelatedWork W2796748812 @default.
- W4380993141 hasRelatedWork W2891550009 @default.
- W4380993141 hasRelatedWork W2979603757 @default.
- W4380993141 hasRelatedWork W3002251193 @default.
- W4380993141 hasRelatedWork W3157315903 @default.
- W4380993141 hasRelatedWork W4287902344 @default.
- W4380993141 hasRelatedWork W4323981018 @default.
- W4380993141 isParatext "false" @default.
- W4380993141 isRetracted "false" @default.
- W4380993141 workType "article" @default.