Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287644429> ?p ?o ?g. }
Showing items 1 to 77 of
77
with 100 items per page.
- W4287644429 abstract "Popular approaches to natural language processing create word embeddings based on textual co-occurrence patterns, but often ignore embodied, sensory aspects of language. Here, we introduce the Python package comp-syn, which provides grounded word embeddings based on the perceptually uniform color distributions of Google Image search results. We demonstrate that comp-syn significantly enriches models of distributional semantics. In particular, we show that (1) comp-syn predicts human judgments of word concreteness with greater accuracy and in a more interpretable fashion than word2vec using low-dimensional word-color embeddings, and (2) comp-syn performs comparably to word2vec on a metaphorical vs. literal word-pair classification task. comp-syn is open-source on PyPi and is compatible with mainstream machine-learning Python packages. Our package release includes word-color embeddings for over 40,000 English words, each associated with crowd-sourced word concreteness judgments." @default.
- W4287644429 created "2022-07-25" @default.
- W4287644429 creator A5011857931 @default.
- W4287644429 creator A5033016232 @default.
- W4287644429 creator A5036032919 @default.
- W4287644429 creator A5037925657 @default.
- W4287644429 creator A5052493481 @default.
- W4287644429 creator A5069354285 @default.
- W4287644429 creator A5083512259 @default.
- W4287644429 date "2020-10-08" @default.
- W4287644429 modified "2023-09-27" @default.
- W4287644429 title "comp-syn: Perceptually Grounded Word Embeddings with Color" @default.
- W4287644429 doi "https://doi.org/10.48550/arxiv.2010.04292" @default.
- W4287644429 hasPublicationYear "2020" @default.
- W4287644429 type Work @default.
- W4287644429 citedByCount "0" @default.
- W4287644429 crossrefType "posted-content" @default.
- W4287644429 hasAuthorship W4287644429A5011857931 @default.
- W4287644429 hasAuthorship W4287644429A5033016232 @default.
- W4287644429 hasAuthorship W4287644429A5036032919 @default.
- W4287644429 hasAuthorship W4287644429A5037925657 @default.
- W4287644429 hasAuthorship W4287644429A5052493481 @default.
- W4287644429 hasAuthorship W4287644429A5069354285 @default.
- W4287644429 hasAuthorship W4287644429A5083512259 @default.
- W4287644429 hasBestOaLocation W42876444291 @default.
- W4287644429 hasConcept C130318100 @default.
- W4287644429 hasConcept C138885662 @default.
- W4287644429 hasConcept C154945302 @default.
- W4287644429 hasConcept C15744967 @default.
- W4287644429 hasConcept C169760540 @default.
- W4287644429 hasConcept C169900460 @default.
- W4287644429 hasConcept C174478892 @default.
- W4287644429 hasConcept C180747234 @default.
- W4287644429 hasConcept C199360897 @default.
- W4287644429 hasConcept C204321447 @default.
- W4287644429 hasConcept C2776461190 @default.
- W4287644429 hasConcept C2778436841 @default.
- W4287644429 hasConcept C2778828372 @default.
- W4287644429 hasConcept C41008148 @default.
- W4287644429 hasConcept C41608201 @default.
- W4287644429 hasConcept C41895202 @default.
- W4287644429 hasConcept C519991488 @default.
- W4287644429 hasConcept C90805587 @default.
- W4287644429 hasConceptScore W4287644429C130318100 @default.
- W4287644429 hasConceptScore W4287644429C138885662 @default.
- W4287644429 hasConceptScore W4287644429C154945302 @default.
- W4287644429 hasConceptScore W4287644429C15744967 @default.
- W4287644429 hasConceptScore W4287644429C169760540 @default.
- W4287644429 hasConceptScore W4287644429C169900460 @default.
- W4287644429 hasConceptScore W4287644429C174478892 @default.
- W4287644429 hasConceptScore W4287644429C180747234 @default.
- W4287644429 hasConceptScore W4287644429C199360897 @default.
- W4287644429 hasConceptScore W4287644429C204321447 @default.
- W4287644429 hasConceptScore W4287644429C2776461190 @default.
- W4287644429 hasConceptScore W4287644429C2778436841 @default.
- W4287644429 hasConceptScore W4287644429C2778828372 @default.
- W4287644429 hasConceptScore W4287644429C41008148 @default.
- W4287644429 hasConceptScore W4287644429C41608201 @default.
- W4287644429 hasConceptScore W4287644429C41895202 @default.
- W4287644429 hasConceptScore W4287644429C519991488 @default.
- W4287644429 hasConceptScore W4287644429C90805587 @default.
- W4287644429 hasLocation W42876444291 @default.
- W4287644429 hasOpenAccess W4287644429 @default.
- W4287644429 hasPrimaryLocation W42876444291 @default.
- W4287644429 hasRelatedWork W2408387521 @default.
- W4287644429 hasRelatedWork W2556436093 @default.
- W4287644429 hasRelatedWork W2587690726 @default.
- W4287644429 hasRelatedWork W2760392765 @default.
- W4287644429 hasRelatedWork W2995505879 @default.
- W4287644429 hasRelatedWork W3046869600 @default.
- W4287644429 hasRelatedWork W3092075658 @default.
- W4287644429 hasRelatedWork W3116707496 @default.
- W4287644429 hasRelatedWork W4246455502 @default.
- W4287644429 hasRelatedWork W4287644429 @default.
- W4287644429 isParatext "false" @default.
- W4287644429 isRetracted "false" @default.
- W4287644429 workType "article" @default.