FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2951941824> ?p ?o ?g. }

• W2951941824 abstract "Word embeddings typically represent different meanings of a word in a single conflated vector. Empirical analysis of embeddings of ambiguous words is currently limited by the small size of manually annotated resources and by the fact that word senses are treated as unrelated individual concepts. We present a large dataset based on manual Wikipedia annotations and word senses, where word senses from different words are related by semantic classes. This is the basis for novel diagnostic tests for an embedding’s content: we probe word embeddings for semantic classes and analyze the embedding space by classifying embeddings into semantic classes. Our main findings are: (i) Information about a sense is generally represented well in a single-vector embedding – if the sense is frequent. (ii) A classifier can accurately predict whether a word is single-sense or multi-sense, based only on its embedding. (iii) Although rare senses are not well represented in single-vector embeddings, this does not have negative impact on an NLP application whose performance depends on frequent senses." @default.
• W2951941824 created "2019-06-27" @default.
• W2951941824 creator A5031030600 @default.
• W2951941824 creator A5038914080 @default.
• W2951941824 creator A5047151336 @default.
• W2951941824 creator A5071144367 @default.
• W2951941824 creator A5082874907 @default.
• W2951941824 date "2019-01-01" @default.
• W2951941824 modified "2023-09-25" @default.
• W2951941824 title "Probing for Semantic Classes: Diagnosing the Meaning Content of Word Embeddings" @default.
• W2951941824 cites W1010415138 @default.
• W2951941824 cites W125820043 @default.
• W2951941824 cites W1614298861 @default.
• W2951941824 cites W1980776243 @default.
• W2951941824 cites W2026185168 @default.
• W2951941824 cites W2040004971 @default.
• W2951941824 cites W2051390224 @default.
• W2951941824 cites W2065030658 @default.
• W2951941824 cites W2065157922 @default.
• W2951941824 cites W2091117392 @default.
• W2951941824 cites W2114524997 @default.
• W2951941824 cites W2116715664 @default.
• W2951941824 cites W2130337399 @default.
• W2951941824 cites W2131357087 @default.
• W2951941824 cites W2149671658 @default.
• W2951941824 cites W2160660844 @default.
• W2951941824 cites W2162456950 @default.
• W2951941824 cites W2163455955 @default.
• W2951941824 cites W2164019165 @default.
• W2951941824 cites W2171082019 @default.
• W2951941824 cites W2250539671 @default.
• W2951941824 cites W2296194829 @default.
• W2951941824 cites W2406945108 @default.
• W2951941824 cites W2436001372 @default.
• W2951941824 cites W2507974895 @default.
• W2951941824 cites W2511478665 @default.
• W2951941824 cites W2512498397 @default.
• W2951941824 cites W2519468206 @default.
• W2951941824 cites W2587764909 @default.
• W2951941824 cites W2622670270 @default.
• W2951941824 cites W2798287132 @default.
• W2951941824 cites W2889647547 @default.
• W2951941824 cites W2891958973 @default.
• W2951941824 cites W2962713724 @default.
• W2951941824 cites W2962739339 @default.
• W2951941824 cites W2962772361 @default.
• W2951941824 cites W2962926715 @default.
• W2951941824 cites W2963341956 @default.
• W2951941824 cites W2963430224 @default.
• W2951941824 cites W2963639656 @default.
• W2951941824 cites W2963672540 @default.
• W2951941824 cites W2963756346 @default.
• W2951941824 cites W2963850840 @default.
• W2951941824 cites W2964165804 @default.
• W2951941824 cites W2964204621 @default.
• W2951941824 cites W2964210975 @default.
• W2951941824 cites W2964303159 @default.
• W2951941824 cites W3098861490 @default.
• W2951941824 cites W3101950626 @default.
• W2951941824 cites W2963677631 @default.
• W2951941824 doi "https://doi.org/10.18653/v1/p19-1574" @default.
• W2951941824 hasPublicationYear "2019" @default.
• W2951941824 type Work @default.
• W2951941824 sameAs 2951941824 @default.
• W2951941824 citedByCount "19" @default.
• W2951941824 countsByYear W29519418242020 @default.
• W2951941824 countsByYear W29519418242021 @default.
• W2951941824 countsByYear W29519418242022 @default.
• W2951941824 countsByYear W29519418242023 @default.
• W2951941824 crossrefType "proceedings-article" @default.
• W2951941824 hasAuthorship W2951941824A5031030600 @default.
• W2951941824 hasAuthorship W2951941824A5038914080 @default.
• W2951941824 hasAuthorship W2951941824A5047151336 @default.
• W2951941824 hasAuthorship W2951941824A5071144367 @default.
• W2951941824 hasAuthorship W2951941824A5082874907 @default.
• W2951941824 hasBestOaLocation W29519418241 @default.
• W2951941824 hasConcept C111919701 @default.
• W2951941824 hasConcept C130318100 @default.
• W2951941824 hasConcept C130440534 @default.
• W2951941824 hasConcept C13336665 @default.
• W2951941824 hasConcept C138885662 @default.
• W2951941824 hasConcept C154945302 @default.
• W2951941824 hasConcept C157659113 @default.
• W2951941824 hasConcept C204321447 @default.
• W2951941824 hasConcept C23123220 @default.
• W2951941824 hasConcept C2524010 @default.
• W2951941824 hasConcept C2777462759 @default.
• W2951941824 hasConcept C2778572836 @default.
• W2951941824 hasConcept C2986420190 @default.
• W2951941824 hasConcept C33923547 @default.
• W2951941824 hasConcept C41008148 @default.
• W2951941824 hasConcept C41608201 @default.
• W2951941824 hasConcept C41895202 @default.
• W2951941824 hasConcept C51646954 @default.
• W2951941824 hasConcept C90805587 @default.
• W2951941824 hasConcept C95623464 @default.
• W2951941824 hasConceptScore W2951941824C111919701 @default.
• W2951941824 hasConceptScore W2951941824C130318100 @default.
• W2951941824 hasConceptScore W2951941824C130440534 @default.
• W2951941824 hasConceptScore W2951941824C13336665 @default.

• next