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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

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Showing 1501–1525 of 4002 papers

TitleStatusHype
SAPPHIRE: Simple Aligner for Phrasal Paraphrase with Hierarchical Representation—0
Offensive Language Detection Using Brown Clustering—0
One Classifier for All Ambiguous Words: Overcoming Data Sparsity by Utilizing Sense Correlations Across Words—0
Contextualized Embeddings based Transformer Encoder for Sentence Similarity Modeling in Answer Selection TaskCode1
A Closer Look on Unsupervised Cross-lingual Word Embeddings Mapping—0
Word Embedding Evaluation in Downstream Tasks and Semantic Analogies—0
Are Word Embeddings Really a Bad Fit for the Estimation of Thematic Fit?—0
English WordNet Random Walk Pseudo-Corpora—0
Urban Dictionary Embeddings for Slang NLP Applications—0
Towards a Gold Standard for Evaluating Danish Word Embeddings—0
Synthetic Data for English Lexical Normalization: How Close Can We Get to Manually Annotated Data?—0
Figure Me Out: A Gold Standard Dataset for Metaphor Interpretation—0
Representation Learning for Unseen Words by Bridging Subwords to Semantic Networks—0
On the Correlation of Word Embedding Evaluation Metrics—0
Dependency Parsing for Urdu: Resources, Conversions and Learning—0
Habibi - a multi Dialect multi National Arabic Song Lyrics Corpus—0
Deduplication of Scholarly Documents using Locality Sensitive Hashing and Word Embeddings—0
Time-Aware Word Embeddings for Three Lebanese News ArchivesCode0
Czech Historical Named Entity Corpus v 1.0—0
Automatically Building a Multilingual Lexicon of False Friends With No Supervision—0
Automated Discovery of Mathematical Definitions in Text—0
Analyzing Word Embedding Through Structural Equation Modeling—0
Geographically-Balanced Gigaword Corpora for 50 Language Varieties—0
SimplifyUR: Unsupervised Lexical Text Simplification for Urdu—0
Augmenting Small Data to Classify Contextualized Dialogue Acts for Exploratory Visualization—0
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