SOTAVerified

Word Similarity

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

Papers

Showing 251300 of 378 papers

TitleStatusHype
Vertex-Context Sampling for Weighted Network Embedding0
Replicability Analysis for Natural Language Processing: Testing Significance with Multiple DatasetsCode0
Joint Unsupervised Learning of Semantic Representation of Words and Roles in Dependency Trees0
Evaluation of word embeddings against cognitive processes: primed reaction times in lexical decision and naming tasks0
Dict2vec : Learning Word Embeddings using Lexical DictionariesCode0
Word Embeddings based on Fixed-Size Ordinally Forgetting Encoding0
Word Re-Embedding via Manifold Dimensionality Retention0
Joint Embeddings of Chinese Words, Characters, and Fine-grained Subcharacter Components0
Semantic Composition via Probabilistic Model Theory0
Simple and Effective Dimensionality Reduction for Word EmbeddingsCode0
Spectral Graph-Based Method of Multimodal Word Embedding0
Learning Contextual Embeddings for Structural Semantic Similarity using Categorical Information0
Learning Word Representations with Regularization from Prior Knowledge0
An Artificial Language Evaluation of Distributional Semantic Models0
QLUT at SemEval-2017 Task 2: Word Similarity Based on Word Embedding and Knowledge Base0
Mahtab at SemEval-2017 Task 2: Combination of Corpus-based and Knowledge-based Methods to Measure Semantic Word Similarity0
HHU at SemEval-2017 Task 2: Fast Hash-Based Embeddings for Semantic Word Similarity Assessment0
RUFINO at SemEval-2017 Task 2: Cross-lingual lexical similarity by extending PMI and word embeddings systems with a Swadesh's-like list0
HCCL at SemEval-2017 Task 2: Combining Multilingual Word Embeddings and Transliteration Model for Semantic Similarity0
Sew-Embed at SemEval-2017 Task 2: Language-Independent Concept Representations from a Semantically Enriched WikipediaCode0
Jmp8 at SemEval-2017 Task 2: A simple and general distributional approach to estimate word similarityCode0
SemEval-2017 Task 2: Multilingual and Cross-lingual Semantic Word Similarity0
L2F/INESC-ID at SemEval-2017 Tasks 1 and 2: Lexical and semantic features in word and textual similarity0
Citius at SemEval-2017 Task 2: Cross-Lingual Similarity from Comparable Corpora and Dependency-Based Contexts0
Wild Devs' at SemEval-2017 Task 2: Using Neural Networks to Discover Word Similarity0
Learning Rare Word Representations using Semantic Bridging0
Improve Lexicon-based Word Embeddings By Word Sense Disambiguation0
Reconstruction of Word Embeddings from Sub-Word Parameters0
A Critique of a Critique of Word Similarity Datasets: Sanity Check or Unnecessary Confusion?0
A Simple Approach to Learn Polysemous Word EmbeddingsCode0
Improved Word Representation Learning with SememesCode0
Semantic Word Clusters Using Signed Spectral Clustering0
Are distributional representations ready for the real world? Evaluating word vectors for grounded perceptual meaningCode0
Neural Embeddings of Graphs in Hyperbolic Space0
Multimodal Word DistributionsCode1
ConceptNet at SemEval-2017 Task 2: Extending Word Embeddings with Multilingual Relational KnowledgeCode2
Word Similarity Datasets for Indian Languages: Annotation and Baseline Systems0
Reranking Translation Candidates Produced by Several Bilingual Word Similarity Sources0
Predicting Emotional Word Ratings using Distributional Representations and Signed Clustering0
Cross-Lingual Syntactically Informed Distributed Word Representations0
Integrating Semantic Knowledge into Lexical Embeddings Based on Information Content MeasurementCode0
Construction of a Japanese Word Similarity DatasetCode0
How to evaluate word embeddings? On importance of data efficiency and simple supervised tasksCode0
All-but-the-Top: Simple and Effective Postprocessing for Word RepresentationsCode0
Implicitly Incorporating Morphological Information into Word Embedding0
Real Multi-Sense or Pseudo Multi-Sense: An Approach to Improve Word Representation0
Improved Word Embeddings with Implicit Structure Information0
Sub-Word Similarity based Search for Embeddings: Inducing Rare-Word Embeddings for Word Similarity Tasks and Language Modelling0
Modifications of Machine Translation Evaluation Metrics by Using Word Embeddings0
Definition Modeling: Learning to define word embeddings in natural languageCode0
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Benchmark Results

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