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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 11011125 of 4002 papers

TitleStatusHype
Gender bias in (non)-contextual clinical word embeddings for stereotypical medical categories0
Angular-Based Word Meta-Embedding Learning0
BhamNLP at SemEval-2020 Task 12: An Ensemble of Different Word Embeddings and Emotion Transfer Learning for Arabic Offensive Language Identification in Social Media0
Beyond Word Embeddings: Learning Entity and Concept Representations from Large Scale Knowledge Bases0
An Exploratory Study on Utilising the Web of Linked Data for Product Data Mining0
A Comprehensive Survey on Word Representation Models: From Classical to State-Of-The-Art Word Representation Language Models0
Distinguishing Japanese Non-standard Usages from Standard Ones0
Distilling Word Embeddings: An Encoding Approach0
Distributed Prediction of Relations for Entities: The Easy, The Difficult, and The Impossible0
A bilingual approach to specialised adjectives through word embeddings in the karstology domain0
Diachronic Embeddings for People in the News0
An Exploratory Analysis on the Explanatory Potential of Embedding-Based Measures of Semantic Transparency for Malay Word Recognition0
Distilled embedding: non-linear embedding factorization using knowledge distillation0
Distributed Representations for Unsupervised Semantic Role Labeling0
Distributed Vector Representations for Unsupervised Automatic Short Answer Grading0
Distributional Lesk: Effective Knowledge-Based Word Sense Disambiguation0
Diachronic degradation of language models: Insights from social media0
Beyond Offline Mapping: Learning Cross-lingual Word Embeddings through Context Anchoring0
An Exploration of Word Embedding Initialization in Deep-Learning Tasks0
Diachronic Sense Modeling with Deep Contextualized Word Embeddings: An Ecological View0
Diachronic word embeddings and semantic shifts: a survey0
A General Framework for Detecting Metaphorical Collocations0
An Exploratory Study on Temporally Evolving Discussion around Covid-19 using Diachronic Word Embeddings0
Distilled Wasserstein Learning for Word Embedding and Topic Modeling0
D-Graph: AI-Assisted Design Concept Exploration Graph0
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