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Word Embeddings

Word embedding is the collective name for a set of language modeling and feature learning techniques in natural language processing (NLP) where words or phrases from the vocabulary are mapped to vectors of real numbers.

Techniques for learning word embeddings can include Word2Vec, GloVe, and other neural network-based approaches that train on an NLP task such as language modeling or document classification.

( Image credit: Dynamic Word Embedding for Evolving Semantic Discovery )

Papers

Showing 39013925 of 4002 papers

TitleStatusHype
Time-Aware Word Embeddings for Three Lebanese News ArchivesCode0
Understanding Visual Concepts Across ModelsCode0
Can We Use Word Embeddings for Enhancing Guarani-Spanish Machine Translation?Code0
Hierarchical Learning of Cross-Language Mappings through Distributed Vector Representations for CodeCode0
Hierarchical Meta-Embeddings for Code-Switching Named Entity RecognitionCode0
Hindi/Bengali Sentiment Analysis Using Transfer Learning and Joint Dual Input Learning with Self AttentionCode0
A Latent Variable Model Approach to PMI-based Word EmbeddingsCode0
HistBERT: A Pre-trained Language Model for Diachronic Lexical Semantic AnalysisCode0
Unequal Representations: Analyzing Intersectional Biases in Word Embeddings Using Representational Similarity AnalysisCode0
Can language models learn analogical reasoning? Investigating training objectives and comparisons to human performanceCode0
C-3MA: Tartu-Riga-Zurich Translation Systems for WMT17Code0
Modeling Input Uncertainty in Neural Network Dependency ParsingCode0
HOTTER: Hierarchical Optimal Topic Transport with Explanatory Context RepresentationsCode0
How Abstract Is Linguistic Generalization in Large Language Models? Experiments with Argument StructureCode0
How Contextual are Contextualized Word Representations? Comparing the Geometry of BERT, ELMo, and GPT-2 EmbeddingsCode0
Unequal Representations: Analyzing Intersectional Biases in Word Embeddings Using Representational Similarity AnalysisCode0
Analytical Methods for Interpretable Ultradense Word EmbeddingsCode0
RAPO: An Adaptive Ranking Paradigm for Bilingual Lexicon InductionCode0
How does BERT capture semantics? A closer look at polysemous wordsCode0
How does Grammatical Gender Affect Noun Representations in Gender-Marking Languages?Code0
Visual Word2Vec (vis-w2v): Learning Visually Grounded Word Embeddings Using Abstract ScenesCode0
How Familiar Does That Sound? Cross-Lingual Representational Similarity Analysis of Acoustic Word EmbeddingsCode0
How Gender and Skin Tone Modifiers Affect Emoji Semantics in TwitterCode0
RAW-C: Relatedness of Ambiguous Words--in Context (A New Lexical Resource for English)Code0
A Comprehensive Comparison of Word Embeddings in Event & Entity Coreference ResolutionCode0
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