SOTAVerified

Word Similarity

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

Papers

Showing 125 of 378 papers

TitleStatusHype
An Ensemble Method to Produce High-Quality Word Embeddings (2016)Code2
Efficient Estimation of Word Representations in Vector SpaceCode2
ConceptNet at SemEval-2017 Task 2: Extending Word Embeddings with Multilingual Relational KnowledgeCode2
SanskritShala: A Neural Sanskrit NLP Toolkit with Web-Based Interface for Pedagogical and Annotation PurposesCode1
Word2Box: Capturing Set-Theoretic Semantics of Words using Box EmbeddingsCode1
Conception: Multilingually-Enhanced, Human-Readable Concept Vector RepresentationsCode1
Using Context-to-Vector with Graph Retrofitting to Improve Word EmbeddingsCode1
Improving Bilingual Lexicon Induction with Cross-Encoder RerankingCode1
PBoS: Probabilistic Bag-of-Subwords for Generalizing Word EmbeddingCode1
Speech2Vec: A Sequence-to-Sequence Framework for Learning Word Embeddings from SpeechCode1
Can a Fruit Fly Learn Word Embeddings?Code1
Word Rotator's DistanceCode1
Embedding Words in Non-Vector Space with Unsupervised Graph LearningCode1
Compositional Morphology for Word Representations and Language ModellingCode1
Learning Numeral EmbeddingCode1
Visual Grounding Helps Learn Word Meanings in Low-Data RegimesCode1
Gender and Representation Bias in GPT-3 Generated StoriesCode1
Homophone Reveals the Truth: A Reality Check for Speech2VecCode1
LSBert: A Simple Framework for Lexical SimplificationCode1
Multimodal Word DistributionsCode1
Probabilistic FastText for Multi-Sense Word EmbeddingsCode1
CLUSE: Cross-Lingual Unsupervised Sense EmbeddingsCode0
Adversarial Propagation and Zero-Shot Cross-Lingual Transfer of Word Vector SpecializationCode0
Analyzing Continuous Semantic Shifts with Diachronic Word Similarity MatricesCode0
Analysing Word Representation from the Input and Output Embeddings in Neural Network Language ModelsCode0
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Benchmark Results

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