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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 951975 of 4002 papers

TitleStatusHype
Diachronic Word Embeddings Reveal Statistical Laws of Semantic ChangeCode0
CWTM: Leveraging Contextualized Word Embeddings from BERT for Neural Topic ModelingCode0
Diagnosing BERT with Retrieval HeuristicsCode0
SemanticZ at SemEval-2016 Task 3: Ranking Relevant Answers in Community Question Answering Using Semantic Similarity Based on Fine-tuned Word EmbeddingsCode0
A Comprehensive Comparison of Word Embeddings in Event & Entity Coreference ResolutionCode0
Semi-supervised emotion lexicon expansion with label propagation and specialized word embeddingsCode0
Cross-Lingual Word Embeddings for Turkic LanguagesCode0
BERTRAM: Improved Word Embeddings Have Big Impact on Contextualized Model PerformanceCode0
Diachronic Analysis of German Parliamentary Proceedings: Ideological Shifts through the Lens of Political BiasesCode0
DialectGram: Detecting Dialectal Variation at Multiple Geographic ResolutionsCode0
Cross-Lingual Word Representations via Spectral Graph EmbeddingsCode0
Sentiment Analysis of Yelp Reviews: A Comparison of Techniques and ModelsCode0
Crossmodal ASR Error Correction with Discrete Speech UnitsCode0
SeVeN: Augmenting Word Embeddings with Unsupervised Relation VectorsCode0
Sherlock: A Deep Learning Approach to Semantic Data Type DetectionCode0
CS-Embed at SemEval-2020 Task 9: The effectiveness of code-switched word embeddings for sentiment analysisCode0
Distilling Word Meaning in Context from Pre-trained Language ModelsCode0
Efficacy of BERT embeddings on predicting disaster from Twitter dataCode0
Deriving Disinformation Insights from Geolocalized Twitter CalloutsCode0
Automated WordNet Construction Using Word EmbeddingsCode0
Simple and Effective Dimensionality Reduction for Word EmbeddingsCode0
An Evaluation Dataset for Legal Word Embedding: A Case Study On Chinese CodexCode0
SimpLex: a lexical text simplification architectureCode0
Skill2vec: Machine Learning Approach for Determining the Relevant Skills from Job DescriptionCode0
Deriving Word Vectors from Contextualized Language Models using Topic-Aware Mention SelectionCode0
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