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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

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Showing 1251–1275 of 4002 papers

TitleStatusHype
Vocabulary Adaptation for Domain Adaptation in Neural Machine TranslationCode0
When is a bishop not like a rook? When it's like a rabbi! Multi-prototype BERT embeddings for estimating semantic relationshipsCode0
Neutralizing Gender Bias in Word Embeddings with Latent Disentanglement and Counterfactual Generation—0
Disentangling dialects: a neural approach to Indo-Aryan historical phonology and subgroupingCode0
ESTeR: Combining Word Co-occurrences and Word Associations for Unsupervised Emotion DetectionCode0
Revisiting Representation Degeneration Problem in Language Modeling—0
Unsupervised Cross-Lingual Part-of-Speech Tagging for Truly Low-Resource Scenarios—0
Span-based discontinuous constituency parsing: a family of exact chart-based algorithms with time complexities from O(n\^6) down to O(n\^3)—0
With More Contexts Comes Better Performance: Contextualized Sense Embeddings for All-Round Word Sense Disambiguation—0
Task-oriented Domain-specific Meta-Embedding for Text Classification—0
From Zero to Hero: On the Limitations of Zero-Shot Language Transfer with Multilingual Transformers—0
Alignment-free Cross-lingual Semantic Role Labeling—0
Pre-tokenization of Multi-word Expressions in Cross-lingual Word Embeddings—0
Methods for Numeracy-Preserving Word Embeddings—0
WLV-RIT at HASOC-Dravidian-CodeMix-FIRE2020: Offensive Language Identification in Code-switched YouTube Comments—0
Evaluating Bias In Dutch Word EmbeddingsCode0
"Thy algorithm shalt not bear false witness": An Evaluation of Multiclass Debiasing Methods on Word EmbeddingsCode0
Multimodal Metric Learning for Tag-based Music RetrievalCode1
A Cross-lingual Natural Language Processing Framework for Infodemic Management—0
Emotion Understanding in Videos Through Body, Context, and Visual-Semantic Embedding LossCode1
Differential Privacy and Natural Language Processing to Generate Contextually Similar Decoy Messages in Honey Encryption Scheme—0
Named Entity Recognition for Social Media Texts with Semantic AugmentationCode1
Combining Self-Training and Self-Supervised Learning for Unsupervised Disfluency DetectionCode1
A Comprehensive Survey on Word Representation Models: From Classical to State-Of-The-Art Word Representation Language Models—0
Unmasking Contextual Stereotypes: Measuring and Mitigating BERT's Gender BiasCode1
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