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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 21262150 of 4002 papers

TitleStatusHype
Transfer Learning in Natural Language Processing0
Opinion Mining with Deep Contextualized Embeddings0
GWU NLP Lab at SemEval-2019 Task 3 : EmoContext: Effectiveness ofContextual Information in Models for Emotion Detection inSentence-level at Multi-genre Corpus0
Measuring and Modeling Language Change0
GSI-UPM at SemEval-2019 Task 5: Semantic Similarity and Word Embeddings for Multilingual Detection of Hate Speech Against Immigrants and Women on Twitter0
DS at SemEval-2019 Task 9: From Suggestion Mining with neural networks to adversarial cross-domain classification0
SWAP at SemEval-2019 Task 3: Emotion detection in conversations through Tweets, CNN and LSTM deep neural networksCode0
GL at SemEval-2019 Task 5: Identifying hateful tweets with a deep learning approach.0
Pre-trained Contextualized Character Embeddings Lead to Major Improvements in Time Normalization: a Detailed Analysis0
SINAI-DL at SemEval-2019 Task 5: Recurrent networks and data augmentation by paraphrasing0
Combining Discourse Markers and Cross-lingual Embeddings for Synonym--Antonym Classification0
UPV-28-UNITO at SemEval-2019 Task 7: Exploiting Post's Nesting and Syntax Information for Rumor Stance Classification0
USF at SemEval-2019 Task 6: Offensive Language Detection Using LSTM With Word Embeddings0
Subword-based Compact Reconstruction of Word EmbeddingsCode0
STUFIIT at SemEval-2019 Task 5: Multilingual Hate Speech Detection on Twitter with MUSE and ELMo Embeddings0
T\"upa at SemEval-2019 Task1: (Almost) feature-free Semantic Parsing0
Atalaya at SemEval 2019 Task 5: Robust Embeddings for Tweet Classification0
Beyond Context: A New Perspective for Word Embeddings0
Figure Eight at SemEval-2019 Task 3: Ensemble of Transfer Learning Methods for Contextual Emotion Detection0
Learning to Respond to Mixed-code Queries using Bilingual Word Embeddings0
Stop PropagHate at SemEval-2019 Tasks 5 and 6: Are abusive language classification results reproducible?Code0
THU\_NGN at SemEval-2019 Task 12: Toponym Detection and Disambiguation on Scientific Papers0
sthruggle at SemEval-2019 Task 5: An Ensemble Approach to Hate Speech Detection0
Leveraging Pretrained Word Embeddings for Part-of-Speech Tagging of Code Switching Data0
The Pupil Has Become the Master: Teacher-Student Model-Based Word Embedding Distillation with Ensemble LearningCode0
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