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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 12511275 of 4002 papers

TitleStatusHype
ECNU at SemEval-2018 Task 10: Evaluating Simple but Effective Features on Machine Learning Methods for Semantic Difference Detection0
ECNU: Leveraging Word Embeddings to Boost Performance for Paraphrase in Twitter0
ECNU: Using Traditional Similarity Measurements and Word Embedding for Semantic Textual Similarity Estimation0
EDGAR-CORPUS: Billions of Tokens Make The World Go Round0
Beyond Context: A New Perspective for Word Embeddings0
EduBERT: Pretrained Deep Language Models for Learning Analytics0
Effective Context and Fragment Feature Usage for Named Entity Recognition0
BOUN-ISIK Participation: An Unsupervised Approach for the Named Entity Normalization and Relation Extraction of Bacteria Biotopes0
Effective Greedy Inference for Graph-based Non-Projective Dependency Parsing0
Effectiveness of Deep Networks in NLP using BiDAF as an example architecture0
A Framework for Understanding the Role of Morphology in Universal Dependency Parsing0
Enabling Open-World Specification Mining via Unsupervised Learning0
Effect of Text Color on Word Embeddings0
Effect of Text Processing Steps on Twitter Sentiment Classification using Word Embedding0
Effects of Creativity and Cluster Tightness on Short Text Clustering Performance0
Effects of Word Embeddings on Neural Network-based Pitch Accent Detection0
``A Passage to India'': Pre-trained Word Embeddings for Indian Languages0
Determining Gains Acquired from Word Embedding Quantitatively Using Discrete Distribution Clustering0
A Cross-lingual Natural Language Processing Framework for Infodemic Management0
Efficient Contextual Representation Learning Without Softmax Layer0
Efficient Data Selection for Bilingual Terminology Extraction from Comparable Corpora0
"A Passage to India": Pre-trained Word Embeddings for Indian Languages0
Efficient Extraction of Pseudo-Parallel Sentences from Raw Monolingual Data Using Word Embeddings0
Efficient Non-parametric Estimation of Multiple Embeddings per Word in Vector Space0
Determining Code Words in Euphemistic Hate Speech Using Word Embedding Networks0
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