SOTAVerified

Word Similarity

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

Papers

Showing 151175 of 378 papers

TitleStatusHype
Massively Multilingual Lexical Specialization of Multilingual Transformers0
Distributed representation of multi-sense words: A loss-driven approach0
Dirichlet-Smoothed Word Embeddings for Low-Resource Settings0
Automatic Selection of Context Configurations for Improved Class-Specific Word Representations0
Directional Skip-Gram: Explicitly Distinguishing Left and Right Context for Word Embeddings0
Automatic cognate identification with gap-weighted string subsequences.0
AutoExtend: Extending Word Embeddings to Embeddings for Synsets and Lexemes0
A Differentiable Self-disambiguated Sense Embedding Model via Scaled Gumbel Softmax0
A Comparison of Word Similarity Performance Using Explanatory and Non-explanatory Texts0
Deep Multilingual Correlation for Improved Word Embeddings0
Attention Word Embedding0
Cross-topic distributional semantic representations via unsupervised mappings0
An Accurate Model for Predicting the (Graded) Effect of Context in Word Similarity Based on Bert0
Cross-Lingual Syntactically Informed Distributed Word Representations0
Cross-lingual Semantic Specialization via Lexical Relation Induction0
Creation and Evaluation of Datasets for Distributional Semantics Tasks in the Digital Humanities Domain0
A Simple Approach to Learning Unsupervised Multilingual Embeddings0
A Multiplicative Model for Learning Distributed Text-Based Attribute Representations0
A Deeper Look into Dependency-Based Word Embeddings0
Improving Word Embeddings Using Kernel PCA0
Improving Word Embeddings through Iterative Refinement of Word- and Character-level Models0
Correlation-based Intrinsic Evaluation of Word Vector Representations0
Improving Word Alignment using Word Similarity0
Improving sparse word similarity models with asymmetric measures0
A Self-Boosting Framework for Automated Radiographic Report Generation0
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Benchmark Results

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