SOTAVerified

Word Similarity

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

Papers

Showing 301350 of 378 papers

TitleStatusHype
Improved Word Embeddings with Implicit Structure Information0
Modifications of Machine Translation Evaluation Metrics by Using Word Embeddings0
Definition Modeling: Learning to define word embeddings in natural languageCode0
Identity-sensitive Word Embedding through Heterogeneous Networks0
Multi-view Recurrent Neural Acoustic Word Embeddings0
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 Views0
Automatic Selection of Context Configurations for Improved Class-Specific Word Representations0
Community Detection in Political Twitter Networks using Nonnegative Matrix Factorization Methods0
Morphological Priors for Probabilistic Neural Word Embeddings0
When Hyperparameters Help: Beneficial Parameter Combinations in Distributional Semantic Models0
A critique of word similarity as a method for evaluating distributional semantic models0
Enriching Word Vectors with Subword InformationCode0
Charagram: Embedding Words and Sentences via Character n-grams0
Learning Crosslingual Word Embeddings without Bilingual CorporaCode0
Correlation-based Intrinsic Evaluation of Word Vector Representations0
Learning Word Sense Embeddings from Word Sense Definitions0
PSDVec: a Toolbox for Incremental and Scalable Word Embedding0
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 Distinction0
Problems With Evaluation of Word Embeddings Using Word Similarity TasksCode0
EVALution-MAN: A Chinese Dataset for the Training and Evaluation of DSMs0
Medical Concept Embeddings via Labeled Background Corpora0
Unsupervised Measure of Word Similarity: How to Outperform Co-occurrence and Vector Cosine in VSMs0
What a Nerd! Beating Students and Vector Cosine in the ESL and TOEFL Datasets0
Part-of-Speech Relevance Weights for Learning Word Embeddings0
Embracing Error to Enable Rapid Crowdsourcing0
Semantic Word Clusters Using Signed Normalized Graph CutsCode0
Category Enhanced Word Embedding0
Multimodal Skip-gram Using Convolutional Pseudowords0
Learning Visual Features from Large Weakly Supervised Data0
Component-Enhanced Chinese Character Embeddings0
Learning Meta-Embeddings by Using Ensembles of Embedding SetsCode0
AutoExtend: Extending Word Embeddings to Embeddings for Synsets and Lexemes0
A Framework for the Construction of Monolingual and Cross-lingual Word Similarity Datasets0
Symmetric Pattern Based Word Embeddings for Improved Word Similarity Prediction0
WordRank: Learning Word Embeddings via Robust RankingCode0
Do Multi-Sense Embeddings Improve Natural Language Understanding?0
Relation extraction pattern ranking using word similarity0
Deep Multilingual Correlation for Improved Word Embeddings0
Random Walks and Neural Network Language Models on Knowledge Bases0
Do Supervised Distributional Methods Really Learn Lexical Inference Relations?0
Normalized Word Embedding and Orthogonal Transform for Bilingual Word Translation0
Unsupervised Morphology Induction Using Word Embeddings0
A Comparison of Word Similarity Performance Using Explanatory and Non-explanatory Texts0
NASARI: a Novel Approach to a Semantically-Aware Representation of Items0
Ontologically Grounded Multi-sense Representation Learning for Semantic Vector Space Models0
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Benchmark Results

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