SOTAVerified

Word Similarity

Calculate a numerical score for the semantic similarity between two words.

Papers

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Showing 301–325 of 378 papers

TitleStatusHype
Improved Word Embeddings with Implicit Structure Information—0
Modifications of Machine Translation Evaluation Metrics by Using Word Embeddings—0
Definition Modeling: Learning to define word embeddings in natural languageCode0
Identity-sensitive Word Embedding through Heterogeneous Networks—0
Multi-view Recurrent Neural Acoustic Word Embeddings—0
Improving Reliability of Word Similarity Evaluation by Redesigning Annotation Task and Performance MeasureCode0
Dealing with Out-Of-Vocabulary Problem in Sentence Alignment Using Word SimilarityCode0
Improving Sparse Word Representations with Distributional Inference for Semantic CompositionCode0
Learning Word Embeddings from Intrinsic and Extrinsic Views—0
Automatic Selection of Context Configurations for Improved Class-Specific Word Representations—0
Community Detection in Political Twitter Networks using Nonnegative Matrix Factorization Methods—0
Morphological Priors for Probabilistic Neural Word Embeddings—0
When Hyperparameters Help: Beneficial Parameter Combinations in Distributional Semantic Models—0
A critique of word similarity as a method for evaluating distributional semantic models—0
Enriching Word Vectors with Subword InformationCode0
Charagram: Embedding Words and Sentences via Character n-grams—0
Learning Crosslingual Word Embeddings without Bilingual CorporaCode0
Correlation-based Intrinsic Evaluation of Word Vector Representations—0
Learning Word Sense Embeddings from Word Sense Definitions—0
PSDVec: a Toolbox for Incremental and Scalable Word Embedding—0
Enhancing the LexVec Distributed Word Representation Model Using Positional Contexts and External MemoryCode0
Matrix Factorization using Window Sampling and Negative Sampling for Improved Word RepresentationsCode0
Integrating Distributional Lexical Contrast into Word Embeddings for Antonym-Synonym Distinction—0
Problems With Evaluation of Word Embeddings Using Word Similarity Tasks—0
EVALution-MAN: A Chinese Dataset for the Training and Evaluation of DSMs—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Context-to-VectorSpearman's Rho78.9—Unverified
2Bert2VecSpearman's Rho72.8—Unverified
3SkipGramSpearman's Rho61—Unverified