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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 2650 of 4002 papers

TitleStatusHype
Contextual Word Representations: A Contextual IntroductionCode1
ALIGN-MLM: Word Embedding Alignment is Crucial for Multilingual Pre-trainingCode1
ALL-IN-1: Short Text Classification with One Model for All LanguagesCode1
Cross-Lingual Word Embedding Refinement by _1 Norm OptimisationCode1
Cross-Lingual Word Embedding Refinement by _1 Norm OptimisationCode1
CODER: Knowledge infused cross-lingual medical term embedding for term normalizationCode1
Adversarial Training Methods for Semi-Supervised Text ClassificationCode1
Combining Self-Training and Self-Supervised Learning for Unsupervised Disfluency DetectionCode1
Compositional Demographic Word EmbeddingsCode1
BERT for Monolingual and Cross-Lingual Reverse DictionaryCode1
Be Careful about Poisoned Word Embeddings: Exploring the Vulnerability of the Embedding Layers in NLP ModelsCode1
BERT Goes Shopping: Comparing Distributional Models for Product RepresentationsCode1
A Source-Criticism Debiasing Method for GloVe EmbeddingsCode1
A Comprehensive Analysis of Static Word Embeddings for TurkishCode1
Can a Fruit Fly Learn Word Embeddings?Code1
Circumventing Concept Erasure Methods For Text-to-Image Generative ModelsCode1
Classification Benchmarks for Under-resourced Bengali Language based on Multichannel Convolutional-LSTM NetworkCode1
Zero-Shot Semantic SegmentationCode1
ADEPT: A DEbiasing PrompT FrameworkCode1
FAME: Feature-Based Adversarial Meta-Embeddings for Robust Input RepresentationsCode1
Combining Static Word Embeddings and Contextual Representations for Bilingual Lexicon InductionCode1
Backpack Language ModelsCode1
GLOW : Global Weighted Self-Attention Network for Web SearchCode1
Context-aware Feature Generation for Zero-shot Semantic SegmentationCode1
AnomalyLLM: Few-shot Anomaly Edge Detection for Dynamic Graphs using Large Language ModelsCode1
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