SOTAVerified

Word Similarity

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

Papers

Showing 301350 of 378 papers

TitleStatusHype
Dealing with Out-Of-Vocabulary Problem in Sentence Alignment Using Word SimilarityCode0
Integrating Semantic Knowledge into Lexical Embeddings Based on Information Content MeasurementCode0
Definition Frames: Using Definitions for Hybrid Concept RepresentationsCode0
Definition Modeling: Learning to define word embeddings in natural languageCode0
Density Matching for Bilingual Word EmbeddingCode0
Dict2vec : Learning Word Embeddings using Lexical DictionariesCode0
Spherical Text EmbeddingCode0
Word Similarity Datasets for Thai: Construction and EvaluationCode0
Jmp8 at SemEval-2017 Task 2: A simple and general distributional approach to estimate word similarityCode0
Replicability Analysis for Natural Language Processing: Testing Significance with Multiple DatasetsCode0
COS960: A Chinese Word Similarity Dataset of 960 Word PairsCode0
AnlamVer: Semantic Model Evaluation Dataset for Turkish - Word Similarity and RelatednessCode0
Multiplex Word Embeddings for Selectional Preference AcquisitionCode0
MultiSeg: Parallel Data and Subword Information for Learning Bilingual Embeddings in Low Resource ScenariosCode0
MULTISEM at SemEval-2020 Task 3: Fine-tuning BERT for Lexical MeaningCode0
RetroGAN: A Cyclic Post-Specialization System for Improving Out-of-Knowledge and Rare Word RepresentationsCode0
Multi-sense embeddings through a word sense disambiguation processCode0
Bridging Languages through Images with Deep Partial Canonical Correlation AnalysisCode0
Language with Vision: a Study on Grounded Word and Sentence EmbeddingsCode0
VAST: The Valence-Assessing Semantics Test for Contextualizing Language ModelsCode0
Robustness and Reliability of Gender Bias Assessment in Word Embeddings: The Role of Base PairsCode0
TurkishDelightNLP: A Neural Turkish NLP ToolkitCode0
BCWS: Bilingual Contextual Word SimilarityCode0
Analysing Word Representation from the Input and Output Embeddings in Neural Network Language ModelsCode0
Enhancing the LexVec Distributed Word Representation Model Using Positional Contexts and External MemoryCode0
Enhancing Word Embeddings with Knowledge Extracted from Lexical ResourcesCode0
Enriching Word Vectors with Subword InformationCode0
Learning Crosslingual Word Embeddings without Bilingual CorporaCode0
Evaluating Word Embeddings with Categorical ModularityCode0
Subword-level Word Vector Representations for KoreanCode0
Learning Lexical Subspaces in a Distributional Vector SpaceCode0
Learning Meta-Embeddings by Using Ensembles of Embedding SetsCode0
Learning Multilingual Word Embeddings in Latent Metric Space: A Geometric ApproachCode0
Examining Gender Bias in Languages with Grammatical GenderCode0
VCWE: Visual Character-Enhanced Word EmbeddingsCode0
Are ELECTRA's Sentence Embeddings Beyond Repair? The Case of Semantic Textual SimilarityCode0
Word Embeddings for Entity-annotated TextsCode0
Extrofitting: Enriching Word Representation and its Vector Space with Semantic LexiconsCode0
Adversarial Propagation and Zero-Shot Cross-Lingual Transfer of Word Vector SpecializationCode0
Unsupervised Cross-lingual Transfer of Word Embedding SpacesCode0
Learning to Remove: Towards Isotropic Pre-trained BERT EmbeddingCode0
Semantic Word Clusters Using Signed Normalized Graph CutsCode0
FRAGE: Frequency-Agnostic Word RepresentationCode0
Gating Mechanisms for Combining Character and Word-level Word Representations: An Empirical StudyCode0
A Neural Generative Model for Joint Learning Topics and Topic-Specific Word EmbeddingsCode0
A Systematic Study of Leveraging Subword Information for Learning Word RepresentationsCode0
Generalizing Word Embeddings using Bag of SubwordsCode0
Syntactic Interchangeability in Word Embedding ModelsCode0
GenSense: A Generalized Sense Retrofitting ModelCode0
Post-Specialisation: Retrofitting Vectors of Words Unseen in Lexical ResourcesCode0
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Benchmark Results

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