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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 1501–1550 of 4002 papers

TitleStatusHype
Offensive Language Detection Using Brown Clustering—0
On the Correlation of Word Embedding Evaluation Metrics—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
Towards a Gold Standard for Evaluating Danish Word Embeddings—0
Are Word Embeddings Really a Bad Fit for the Estimation of Thematic Fit?—0
One Classifier for All Ambiguous Words: Overcoming Data Sparsity by Utilizing Sense Correlations Across Words—0
Representation Learning for Unseen Words by Bridging Subwords to Semantic Networks—0
English WordNet Random Walk Pseudo-Corpora—0
Figure Me Out: A Gold Standard Dataset for Metaphor Interpretation—0
Word Embedding Evaluation in Downstream Tasks and Semantic Analogies—0
SAPPHIRE: Simple Aligner for Phrasal Paraphrase with Hierarchical Representation—0
Urban Dictionary Embeddings for Slang NLP Applications—0
Dependency Parsing for Urdu: Resources, Conversions and Learning—0
Synthetic Data for English Lexical Normalization: How Close Can We Get to Manually Annotated Data?—0
Deduplication of Scholarly Documents using Locality Sensitive Hashing and Word Embeddings—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
Analyzing Word Embedding Through Structural Equation Modeling—0
Towards Entity Spaces—0
Augmenting Small Data to Classify Contextualized Dialogue Acts for Exploratory Visualization—0
Morphology-rich Alphasyllabary Embeddings—0
Massive vs. Curated Embeddings for Low-Resourced Languages: the Case of Yor\`ub\'a and Twi—0
On the Influence of Coreference Resolution on Word Embeddings in Lexical-semantic Evaluation Tasks—0
Facilitating Corpus Usage: Making Icelandic Corpora More Accessible for Researchers and Language Users—0
Time-Aware Word Embeddings for Three Lebanese News ArchivesCode0
SimplifyUR: Unsupervised Lexical Text Simplification for Urdu—0
Towards a Semi-Automatic Detection of Reflexive and Reciprocal Constructions and Their Representation in a Valency Lexicon—0
Exploring Bilingual Word Embeddings for Hiligaynon, a Low-Resource Language—0
Identifying Cognates in English-Dutch and French-Dutch by means of Orthographic Information and Cross-lingual Word Embeddings—0
CLFD: A Novel Vectorization Technique and Its Application in Fake News Detection—0
All That Glitters is Not Gold: A Gold Standard of Adjective-Noun Collocations for German—0
Evaluating the Impact of Sub-word Information and Cross-lingual Word Embeddings on Mi'kmaq Language Modelling—0
Non-Linearity in Mapping Based Cross-Lingual Word Embeddings—0
Evaluating Sub-word Embeddings in Cross-lingual Models—0
Which Evaluations Uncover Sense Representations that Actually Make Sense?—0
Estimating User Communication Styles for Spoken Dialogue Systems—0
ENGLAWI: From Human- to Machine-Readable Wiktionary—0
Abusive language in Spanish children and young teenager's conversations: data preparation and short text classification with contextual word embeddings—0
NLP Analytics in Finance with DoRe: A French 250M Tokens Corpus of Corporate Annual Reports—0
Building Semantic Grams of Human Knowledge—0
Embedding Space Correlation as a Measure of Domain Similarity—0
Embeddings for Named Entity Recognition in Geoscience Portuguese Literature—0
Habibi - a multi Dialect multi National Arabic Song Lyrics Corpus—0
Lexicon-Enhancement of Embedding-based Approaches Towards the Detection of Abusive Language—0
Identification of Indigenous Knowledge Concepts through Semantic Networks, Spelling Tools and Word Embeddings—0
Word Embedding Evaluation for Sinhala—0
Geographically-Balanced Gigaword Corpora for 50 Language Varieties—0
Development of a Japanese Personality Dictionary based on Psychological Methods—0
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