SOTAVerified

Word Similarity

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

Papers

Showing 176200 of 378 papers

TitleStatusHype
A New Anchor Word Selection Method for the Separable Topic Discovery0
On Learning Word Embeddings From Linguistically Augmented Text Corpora0
A Systematic Study of Leveraging Subword Information for Learning Word RepresentationsCode0
Distributed representation of multi-sense words: A loss-driven approach0
Gating Mechanisms for Combining Character and Word-level Word Representations: An Empirical StudyCode0
Cross-topic distributional semantic representations via unsupervised mappings0
Word Similarity Datasets for Thai: Construction and EvaluationCode0
Density Matching for Bilingual Word EmbeddingCode0
Syntactic Interchangeability in Word Embedding ModelsCode0
Creation and Evaluation of Datasets for Distributional Semantics Tasks in the Digital Humanities Domain0
VCWE: Visual Character-Enhanced Word EmbeddingsCode0
Word Embeddings for Entity-annotated TextsCode0
Implanting Rational Knowledge into Distributed Representation at Morpheme Level0
Unseen Word Representation by Aligning Heterogeneous Lexical Semantic Spaces0
Confusion2Vec: Towards Enriching Vector Space Word Representations with Representational Ambiguities0
BCWS: Bilingual Contextual Word SimilarityCode0
A Probabilistic Model for Joint Learning of Word Embeddings from Texts and Images0
Quantifying Context Overlap for Training Word Embeddings0
Coming to Your Senses: on Controls and Evaluation Sets in Polysemy Research0
Streaming word similarity mining on the cheap0
Memory, Show the Way: Memory Based Few Shot Word Representation Learning0
A Differentiable Self-disambiguated Sense Embedding Model via Scaled Gumbel Softmax0
FRAGE: Frequency-Agnostic Word RepresentationCode0
Meta-Embedding as Auxiliary Task Regularization0
CLUSE: Cross-Lingual Unsupervised Sense EmbeddingsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Context-to-VectorSpearman's Rho78.9Unverified
2Bert2VecSpearman's Rho72.8Unverified
3SkipGramSpearman's Rho61Unverified