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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 20512100 of 4002 papers

TitleStatusHype
DoTheMath at SemEval-2020 Task 12 : Deep Neural Networks with Self Attention for Arabic Offensive Language Detection0
Do We Need Neural Models to Explain Human Judgments of Acceptability?0
The Influence of Down-Sampling Strategies on SVD Word Embedding Stability0
Do Word Embeddings Really Understand Loughran-McDonald's Polarities?0
Drop-out Conditional Random Fields for Twitter with Huge Mined Gazetteer0
DS at SemEval-2019 Task 9: From Suggestion Mining with neural networks to adversarial cross-domain classification0
DSR: A Collection for the Evaluation of Graded Disease-Symptom Relations0
DSTC8-AVSD: Multimodal Semantic Transformer Network with Retrieval Style Word Generator0
Dual Embeddings and Metrics for Relational Similarity0
Dual Tensor Model for Detecting Asymmetric Lexico-Semantic Relations0
Du bon usage d'ingr\'edients linguistiques sp\'eciaux pour classer des recettes exceptionnelles (Using Special Linguistic Ingredients to Classify Exceptional Recipes )0
Dyr Bul Shchyl. Proxying Sound Symbolism With Word Embeddings0
Early Discovery of Disappearing Entities in Microblogs0
Earth Mover's Distance Minimization for Unsupervised Bilingual Lexicon Induction0
Easy-First Dependency Parsing with Hierarchical Tree LSTMs0
ECNU at SemEval-2017 Task 4: Evaluating Effective Features on Machine Learning Methods for Twitter Message Polarity Classification0
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
EduBERT: Pretrained Deep Language Models for Learning Analytics0
Effective Context and Fragment Feature Usage for Named Entity Recognition0
Effective Greedy Inference for Graph-based Non-Projective Dependency Parsing0
Effectiveness of Deep Networks in NLP using BiDAF as an example architecture0
Effect of dimensionality change on the bias of word embeddings0
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
Efficient Contextual Representation Learning Without Softmax Layer0
Efficient Data Selection for Bilingual Terminology Extraction from Comparable Corpora0
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
EICA Team at SemEval-2018 Task 2: Semantic and Metadata-based Features for Multilingual Emoji Prediction0
ELiRF-UPV at SemEval-2017 Task 4: Sentiment Analysis using Deep Learning0
ELiRF-UPV at SemEval-2017 Task 7: Pun Detection and Interpretation0
ELiRF-UPV at SemEval-2018 Task 11: Machine Comprehension using Commonsense Knowledge0
Elucidating Conceptual Properties from Word Embeddings0
EMA at SemEval-2018 Task 1: Emotion Mining for Arabic0
Embedding Grammars0
Embeddings as representation for symbolic music0
Embeddings for Named Entity Recognition in Geoscience Portuguese Literature0
Embeddings in Natural Language Processing0
Embedding Space Correlation as a Measure of Domain Similarity0
Embedding Structured Dictionary Entries0
Embedding Words and Senses Together via Joint Knowledge-Enhanced Training0
Embodying Pre-Trained Word Embeddings Through Robot Actions0
Embracing Non-Traditional Linguistic Resources for Low-resource Language Name Tagging0
Emerging Cross-lingual Structure in Pretrained Language Models0
EmoDet at SemEval-2019 Task 3: Emotion Detection in Text using Deep Learning0
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