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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 16011650 of 4002 papers

TitleStatusHype
Exploring Bilingual Word Embeddings for Hiligaynon, a Low-Resource Language0
Translating Knowledge Representations with Monolingual Word Embeddings: the Case of a Thesaurus on Corporate Non-Financial Reporting0
Lexicon-Enhancement of Embedding-based Approaches Towards the Detection of Abusive Language0
TF-IDF Character N-grams versus Word Embedding-based Models for Fine-grained Event Classification: A Preliminary Study0
Legal-ES: A Set of Large Scale Resources for Spanish Legal Text Processing0
Are Word Embeddings Really a Bad Fit for the Estimation of Thematic Fit?0
CLFD: A Novel Vectorization Technique and Its Application in Fake News Detection0
One Classifier for All Ambiguous Words: Overcoming Data Sparsity by Utilizing Sense Correlations Across Words0
Massive vs. Curated Embeddings for Low-Resourced Languages: the Case of Yor\`ub\'a and Twi0
Evaluating Word Embeddings for Indonesian--English Code-Mixed Text Based on Synthetic Data0
Evaluating the Impact of Sub-word Information and Cross-lingual Word Embeddings on Mi'kmaq Language Modelling0
Evaluating Sub-word Embeddings in Cross-lingual Models0
All That Glitters is Not Gold: A Gold Standard of Adjective-Noun Collocations for German0
Estimating User Communication Styles for Spoken Dialogue Systems0
Representation Learning for Unseen Words by Bridging Subwords to Semantic Networks0
Towards Entity Spaces0
English WordNet Random Walk Pseudo-Corpora0
ENGLAWI: From Human- to Machine-Readable Wiktionary0
Multi-lingual Mathematical Word Problem Generation using Long Short Term Memory Networks with Enhanced Input Features0
Offensive Language Detection Using Brown Clustering0
SAPPHIRE: Simple Aligner for Phrasal Paraphrase with Hierarchical Representation0
Abusive language in Spanish children and young teenager's conversations: data preparation and short text classification with contextual word embeddings0
Building Sense Representations in Danish by Combining Word Embeddings with Lexical Resources0
NLP Analytics in Finance with DoRe: A French 250M Tokens Corpus of Corporate Annual Reports0
Building Semantic Grams of Human Knowledge0
Embedding Space Correlation as a Measure of Domain Similarity0
OSACT4 Shared Tasks: Ensembled Stacked Classification for Offensive and Hate Speech in Arabic Tweets0
BUCC2020: Bilingual Dictionary Induction using Cross-lingual Embedding0
Embeddings for Named Entity Recognition in Geoscience Portuguese Literature0
``A Passage to India'': Pre-trained Word Embeddings for Indian Languages0
Line-a-line: A Tool for Annotating Word-Alignments0
Does History Matter? Using Narrative Context to Predict the Trajectory of Sentence Sentiment0
Distributional Semantics for Neo-Latin0
Mining Semantic Relations from Comparable Corpora through Intersections of Word Embeddings0
A Gradient Boosting-Seq2Seq System for Latin POS Tagging and Lemmatization0
Time-Aware Word Embeddings for Three Lebanese News ArchivesCode0
Sentiment Analysis for Hinglish Code-mixed Tweets by means of Cross-lingual Word Embeddings0
SimplifyUR: Unsupervised Lexical Text Simplification for Urdu0
Habibi - a multi Dialect multi National Arabic Song Lyrics Corpus0
Development of a Japanese Personality Dictionary based on Psychological Methods0
Dependency Parsing for Urdu: Resources, Conversions and Learning0
Graph Exploration and Cross-lingual Word Embeddings for Translation Inference Across Dictionaries0
Towards a Semi-Automatic Detection of Reflexive and Reciprocal Constructions and Their Representation in a Valency Lexicon0
Geographically-Balanced Gigaword Corpora for 50 Language Varieties0
Non-Linearity in Mapping Based Cross-Lingual Word Embeddings0
Word Embedding Evaluation in Downstream Tasks and Semantic Analogies0
Analyzing the Surprising Variability in Word Embedding Stability Across LanguagesCode0
Vocabulary Adaptation for Distant Domain Adaptation in Neural Machine Translation0
A Call for More Rigor in Unsupervised Cross-lingual Learning0
Morphological Disambiguation of South Sámi with FSTs and Neural Networks0
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