Word Similarity

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

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 378 papers

Title	Date	Tasks	Status	Hype
ConceptNet at SemEval-2017 Task 2: Extending Word Embeddings with Multilingual Relational Knowledge	Apr 11, 2017	General KnowledgeMultilingual Word Embeddings	CodeCode Available	2
Efficient Estimation of Word Representations in Vector Space	Jan 16, 2013	Word Similarity	CodeCode Available	2
An Ensemble Method to Produce High-Quality Word Embeddings (2016)	Apr 6, 2016	Vocal Bursts Intensity PredictionWord Embeddings	CodeCode Available	2
Multimodal Word Distributions	Apr 27, 2017	Word EmbeddingsWord Similarity	CodeCode Available	1
Word2Box: Capturing Set-Theoretic Semantics of Words using Box Embeddings	Jun 28, 2021	Representation LearningWord Similarity	CodeCode Available	1
Word Rotator's Distance	Apr 30, 2020	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	1
Probabilistic FastText for Multi-Sense Word Embeddings	Jun 7, 2018	Word EmbeddingsWord Similarity	CodeCode Available	1
Embedding Words in Non-Vector Space with Unsupervised Graph Learning	Oct 6, 2020	Graph LearningWord Embeddings	CodeCode Available	1
Learning Numeral Embedding	Nov 1, 2020	Word Similarity	CodeCode Available	1
PBoS: Probabilistic Bag-of-Subwords for Generalizing Word Embedding	Oct 21, 2020	POSPOS Tagging	CodeCode Available	1
Using Context-to-Vector with Graph Retrofitting to Improve Word Embeddings	Oct 30, 2022	Word EmbeddingsWord Similarity	CodeCode Available	1
Visual Grounding Helps Learn Word Meanings in Low-Data Regimes	Oct 20, 2023	Image CaptioningLanguage Acquisition	CodeCode Available	1
Compositional Morphology for Word Representations and Language Modelling	May 16, 2014	DecoderLanguage Modeling	CodeCode Available	1
Speech2Vec: A Sequence-to-Sequence Framework for Learning Word Embeddings from Speech	Mar 23, 2018	DecoderLearning Word Embeddings	CodeCode Available	1
Can a Fruit Fly Learn Word Embeddings?	Jan 18, 2021	Document ClassificationWord Embeddings	CodeCode Available	1
Conception: Multilingually-Enhanced, Human-Readable Concept Vector Representations	Dec 1, 2020	Word Sense DisambiguationWord Similarity	CodeCode Available	1
Gender and Representation Bias in GPT-3 Generated Stories	Jun 1, 2021	Word Similarity	CodeCode Available	1
SanskritShala: A Neural Sanskrit NLP Toolkit with Web-Based Interface for Pedagogical and Annotation Purposes	Feb 19, 2023	Dependency ParsingMorphological Tagging	CodeCode Available	1
Homophone Reveals the Truth: A Reality Check for Speech2Vec	Sep 22, 2022	Word EmbeddingsWord Similarity	CodeCode Available	1
Improving Bilingual Lexicon Induction with Cross-Encoder Reranking	Oct 30, 2022	Bilingual Lexicon InductionCross Encoder Reranking	CodeCode Available	1
LSBert: A Simple Framework for Lexical Simplification	Jun 25, 2020	Language ModelingLanguage Modelling	CodeCode Available	1
Aff2Vec: Affect--Enriched Distributional Word Representations	May 21, 2018	Natural Language UnderstandingSentiment Analysis	—Unverified	0
Adversarial Training of Word2Vec for Basket Completion	May 22, 2018	Language ModelingLanguage Modelling	—Unverified	0
A Computational Study on Word Meanings and Their Distributed Representations via Polymodal Embedding	Nov 1, 2017	Word Similarity	—Unverified	0
A Comparison of Word Similarity Performance Using Explanatory and Non-explanatory Texts	May 1, 2015	ArticlesWord Similarity	—Unverified	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Context-to-Vector	Spearman's Rho	78.9	—	Unverified
2	Bert2Vec	Spearman's Rho	72.8	—	Unverified
3	SkipGram	Spearman's Rho	61	—	Unverified