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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
Discourse Relation Embeddings: Representing the Relations between Discourse Segments in Social MediaCode0
Exploring Neural Text Simplification ModelsCode0
Detecting Unassimilated Borrowings in Spanish: An Annotated Corpus and Approaches to ModelingCode0
Better Word Embeddings by Disentangling Contextual n-Gram InformationCode0
A Comprehensive Comparison of Word Embeddings in Event & Entity Coreference Resolution.Code0
An Empirical Study on Leveraging Position Embeddings for Target-oriented Opinion Words ExtractionCode0
Discriminating between Lexico-Semantic Relations with the Specialization Tensor ModelCode0
Document Embedding with Paragraph VectorsCode0
FEUP at SemEval-2017 Task 5: Predicting Sentiment Polarity and Intensity with Financial Word EmbeddingsCode0
Few-shot Learning for Named Entity Recognition in Medical TextCode0
Axis Tour: Word Tour Determines the Order of Axes in ICA-transformed EmbeddingsCode0
Deep learning for language understanding of mental health concepts derived from Cognitive Behavioural TherapyCode0
Beyond Film Subtitles: Is YouTube the Best Approximation of Spoken Vocabulary?Code0
Finnish resources for evaluating language model semanticsCode0
Follow the Leader: Documents on the Leading Edge of Semantic Change Get More CitationsCode0
FRAGE: Frequency-Agnostic Word RepresentationCode0
Diachronic Analysis of German Parliamentary Proceedings: Ideological Shifts through the Lens of Political BiasesCode0
Deep Learning for Hate Speech Detection in TweetsCode0
DisCoDisCo at the DISRPT2021 Shared Task: A System for Discourse Segmentation, Classification, and Connective DetectionCode0
Dict2vec : Learning Word Embeddings using Lexical DictionariesCode0
Beyond Shared Vocabulary: Increasing Representational Word Similarities across Languages for Multilingual Machine TranslationCode0
Diachronic Word Embeddings Reveal Statistical Laws of Semantic ChangeCode0
Diagnosing BERT with Retrieval HeuristicsCode0
DialectGram: Detecting Dialectal Variation at Multiple Geographic ResolutionsCode0
Deep Image-to-Recipe TranslationCode0
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