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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 3151–3200 of 4002 papers

TitleStatusHype
Incorporating Subword Information into Matrix Factorization Word EmbeddingsCode0
Multimodal deep networks for text and image-based document classificationCode0
Multimodal Embeddings from Language ModelsCode0
Style2Vec: Representation Learning for Fashion Items from Style SetsCode0
Multimodal Hate Speech Detection from Bengali Memes and TextsCode0
Contextualized Diachronic Word RepresentationsCode0
Using Word Embeddings to Examine Gender Bias in Dutch Newspapers, 1950-1990Code0
Incremental Skip-gram Model with Negative SamplingCode0
DALLMi: Domain Adaption for LLM-based Multi-label ClassifierCode0
Multimodal Machine Translation with Embedding PredictionCode0
Data-Driven Detection of General Chiasmi Using Lexical and Semantic FeaturesCode0
Black is to Criminal as Caucasian is to Police: Detecting and Removing Multiclass Bias in Word EmbeddingsCode0
Data-driven models and computational tools for neurolinguistics: a language technology perspectiveCode0
Authorless Topic Models: Biasing Models Away from Known StructureCode0
Context Selection for Embedding ModelsCode0
Subspace Detours: Building Transport Plans that are Optimal on Subspace ProjectionsCode0
DataStories at SemEval-2017 Task 4: Deep LSTM with Attention for Message-level and Topic-based Sentiment AnalysisCode0
Inducing a Lexicon of Abusive Words – a Feature-Based ApproachCode0
Substitute Based SCODE Word Embeddings in Supervised NLP TasksCode0
Multimodal Review Generation with Privacy and Fairness AwarenessCode0
Debiasing Convolutional Neural Networks via Meta OrthogonalizationCode0
Inducing Domain-Specific Sentiment Lexicons from Unlabeled CorporaCode0
Debiasing Multilingual Word Embeddings: A Case Study of Three Indian LanguagesCode0
Context Reinforced Neural Topic Modeling over Short TextsCode0
Resolving Prepositional Phrase Attachment Ambiguities with Contextualized Word EmbeddingsCode0
Debiasing Sentence Embedders through Contrastive Word PairsCode0
Augmenting semantic lexicons using word embeddings and transfer learningCode0
Debiasing Word Embeddings with Nonlinear GeometryCode0
DebIE: A Platform for Implicit and Explicit Debiasing of Word Embedding SpacesCode0
BI-RADS BERT & Using Section Segmentation to Understand Radiology ReportsCode0
Decision-Directed Data DecompositionCode0
Context encoders as a simple but powerful extension of word2vecCode0
Resource-Size matters: Improving Neural Named Entity Recognition with Optimized Large CorporaCode0
Words as Bridges: Exploring Computational Support for Cross-Disciplinary Translation WorkCode0
A Resource-Free Evaluation Metric for Cross-Lingual Word Embeddings Based on Graph ModularityCode0
Are Girls Neko or Shōjo? Cross-Lingual Alignment of Non-Isomorphic Embeddings with Iterative NormalizationCode0
Multiple Word Embeddings for Increased Diversity of RepresentationCode0
Multiplex Word Embeddings for Selectional Preference AcquisitionCode0
InfiniteWalk: Deep Network Embeddings as Laplacian Embeddings with a NonlinearityCode0
BioSentVec: creating sentence embeddings for biomedical textsCode0
Context-Aware Cross-Lingual MappingCode0
Augmenting Data with Mixup for Sentence Classification: An Empirical StudyCode0
Specializing Unsupervised Pretraining Models for Word-Level Semantic SimilarityCode0
Multi-Relational Hyperbolic Word Embeddings from Natural Language DefinitionsCode0
MultiSeg: Parallel Data and Subword Information for Learning Bilingual Embeddings in Low Resource ScenariosCode0
Subword-based Compact Reconstruction of Word EmbeddingsCode0
Deep convolutional acoustic word embeddings using word-pair side informationCode0
Watset: Automatic Induction of Synsets from a Graph of SynonymsCode0
Multi-sense embeddings through a word sense disambiguation processCode0
DeepEmo: Learning and Enriching Pattern-Based Emotion RepresentationsCode0
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