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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 1551–1600 of 4002 papers

TitleStatusHype
Grammatical gender associations outweigh topical gender bias in crosslinguistic word embeddingsCode0
Text Classification with Few Examples using Controlled Generalization—0
Cross-Lingual Word Embeddings for Turkic LanguagesCode0
Learning Probabilistic Sentence Representations from Paraphrases—0
RPD: A Distance Function Between Word Embeddings—0
Towards classification parity across cohorts—0
Cross-lingual Transfer of Sentiment Classifiers—0
Evaluating Sparse Interpretable Word Embeddings for Biomedical DomainCode0
Toward Better Storylines with Sentence-Level Language Models—0
Article citation study: Context enhanced citation sentiment detection—0
Comparative Analysis of Word Embeddings for Capturing Word SimilaritiesCode0
Neural-Symbolic Relational Reasoning on Graph Models: Effective Link Inference and Computation from Knowledge Bases—0
Spying on your neighbors: Fine-grained probing of contextual embeddings for information about surrounding words—0
Visual Question Answering with Prior Class Semantics—0
The Paradigm Discovery ProblemCode0
Improving Aspect-Level Sentiment Analysis with Aspect Extraction—0
Probing the Probing Paradigm: Does Probing Accuracy Entail Task Relevance?—0
Deduplication of Scholarly Documents using Locality Sensitive Hashing and Word Embeddings—0
Automatic Term Extraction from Newspaper Corpora: Making the Most of Specificity and Common Features—0
From Zero to Hero: On the Limitations of Zero-Shot Cross-Lingual Transfer with Multilingual Transformers—0
Automatic Creation of Correspondence Table of Meaning Tags from Two Dictionaries in One Language Using Bilingual Word Embedding—0
LMU Bilingual Dictionary Induction System with Word Surface Similarity Scores for BUCC 2020—0
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
NLP Analytics in Finance with DoRe: A French 250M Tokens Corpus of Corporate Annual Reports—0
Analyzing Word Embedding Through Structural Equation Modeling—0
Augmenting Small Data to Classify Contextualized Dialogue Acts for Exploratory Visualization—0
On the Correlation of Word Embedding Evaluation Metrics—0
Multi-lingual Mathematical Word Problem Generation using Long Short Term Memory Networks with Enhanced Input Features—0
On the Influence of Coreference Resolution on Word Embeddings in Lexical-semantic Evaluation Tasks—0
A Closer Look on Unsupervised Cross-lingual Word Embeddings Mapping—0
French Contextualized Word-Embeddings with a sip of CaBeRnet: a New French Balanced Reference Corpus—0
Synthetic Data for English Lexical Normalization: How Close Can We Get to Manually Annotated Data?—0
FRAQUE: a FRAme-based QUEstion-answering system for the Public Administration domain—0
FlorUniTo@TRAC-2: Retrofitting Word Embeddings on an Abusive Lexicon for Aggressive Language Detection—0
One Classifier for All Ambiguous Words: Overcoming Data Sparsity by Utilizing Sense Correlations Across Words—0
Figure Me Out: A Gold Standard Dataset for Metaphor Interpretation—0
Identifying Cognates in English-Dutch and French-Dutch by means of Orthographic Information and Cross-lingual Word Embeddings—0
Facilitating Corpus Usage: Making Icelandic Corpora More Accessible for Researchers and Language Users—0
Combining Character and Word Embeddings for the Detection of Offensive Language in Arabic—0
Extrapolating Binder Style Word Embeddings to New Words—0
Representation Learning for Unseen Words by Bridging Subwords to Semantic Networks—0
Legal-ES: A Set of Large Scale Resources for Spanish Legal Text Processing—0
Exploring Bilingual Word Embeddings for Hiligaynon, a Low-Resource Language—0
Usability and Accessibility of Bantu Language Dictionaries in the Digital Age: Mobile Access in an Open Environment—0
Offensive Language Detection Using Brown Clustering—0
Are Word Embeddings Really a Bad Fit for the Estimation of Thematic Fit?—0
Urban Dictionary Embeddings for Slang NLP Applications—0
CLFD: A Novel Vectorization Technique and Its Application in Fake News Detection—0
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