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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 5175 of 4002 papers

TitleStatusHype
DeCLUTR: Deep Contrastive Learning for Unsupervised Textual RepresentationsCode1
Decoupled Textual Embeddings for Customized Image GenerationCode1
Deep Semantic-Visual Alignment for Zero-Shot Remote Sensing Image Scene ClassificationCode1
DeepSentiPers: Novel Deep Learning Models Trained Over Proposed Augmented Persian Sentiment CorpusCode1
“Did you really mean what you said?” : Sarcasm Detection in Hindi-English Code-Mixed Data using Bilingual Word EmbeddingsCode1
DiffEditor: Enhancing Speech Editing with Semantic Enrichment and Acoustic ConsistencyCode1
discopy: A Neural System for Shallow Discourse ParsingCode1
Discovering and Categorising Language Biases in RedditCode1
Double-Hard Debias: Tailoring Word Embeddings for Gender Bias MitigationCode1
Dual-path CNN with Max Gated block for Text-Based Person Re-identificationCode1
Effective Seed-Guided Topic Discovery by Integrating Multiple Types of ContextsCode1
Efficient and Flexible Topic Modeling using Pretrained Embeddings and Bag of SentencesCode1
AnomalyLLM: Few-shot Anomaly Edge Detection for Dynamic Graphs using Large Language ModelsCode1
ALL-IN-1: Short Text Classification with One Model for All LanguagesCode1
ALIGN-MLM: Word Embedding Alignment is Crucial for Multilingual Pre-trainingCode1
All Word Embeddings from One EmbeddingCode1
A Comprehensive Analysis of Static Word Embeddings for TurkishCode1
Adversarial Training Methods for Semi-Supervised Text ClassificationCode1
Affective and Contextual Embedding for Sarcasm DetectionCode1
A Neural Few-Shot Text Classification Reality CheckCode1
A robust self-learning method for fully unsupervised cross-lingual mappings of word embeddingsCode1
A Source-Criticism Debiasing Method for GloVe EmbeddingsCode1
Be Careful about Poisoned Word Embeddings: Exploring the Vulnerability of the Embedding Layers in NLP ModelsCode1
BERT for Monolingual and Cross-Lingual Reverse DictionaryCode1
FAME: Feature-Based Adversarial Meta-Embeddings for Robust Input RepresentationsCode1
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