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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 3801–3850 of 4002 papers

TitleStatusHype
Whole-Word Segmental Speech Recognition with Acoustic Word EmbeddingsCode0
Fully Statistical Neural Belief TrackingCode0
Massive vs. Curated Word Embeddings for Low-Resourced Languages. The Case of Yorùbá and TwiCode0
Skill2vec: Machine Learning Approach for Determining the Relevant Skills from Job DescriptionCode0
Fusing Document, Collection and Label Graph-based Representations with Word Embeddings for Text ClassificationCode0
Skip-gram word embeddings in hyperbolic spaceCode0
Using Language Learner Data for Metaphor DetectionCode0
Abolitionist Networks: Modeling Language Change in Nineteenth-Century Activist NewspapersCode0
GAProtoNet: A Multi-head Graph Attention-based Prototypical Network for Interpretable Text ClassificationCode0
GARI: Graph Attention for Relative Isomorphism of Arabic Word EmbeddingsCode0
Gaussian LDA for Topic Models with Word EmbeddingsCode0
GCDT: A Global Context Enhanced Deep Transition Architecture for Sequence LabelingCode0
Character Composition Model with Convolutional Neural Networks for Dependency Parsing on Morphologically Rich LanguagesCode0
The Shape of Word Embeddings: Quantifying Non-Isometry With Topological Data AnalysisCode0
Putting Evaluation in Context: Contextual Embeddings Improve Machine Translation EvaluationCode0
Putting words in context: LSTM language models and lexical ambiguityCode0
Centroid-based Text Summarization through Compositionality of Word EmbeddingsCode0
Gender Bias in Neural Natural Language ProcessingCode0
A Robust Bias Mitigation Procedure Based on the Stereotype Content ModelCode0
Sobolev Transport: A Scalable Metric for Probability Measures with Graph MetricsCode0
Word Embeddings (Also) Encode Human Personality StereotypesCode0
Generalizing Word Embeddings using Bag of SubwordsCode0
Bad Company---Neighborhoods in Neural Embedding Spaces Considered HarmfulCode0
Generating Fact Checking Summaries for Web ClaimsCode0
Generating Sense Embeddings for Syntactic and Semantic Analogy for PortugueseCode0
Generating Text through Adversarial Training using Skip-Thought VectorsCode0
Social Bias in Elicited Natural Language InferencesCode0
Generative Adversarial Nets for Multiple Text CorporaCode0
Generative Adversarial Networks for text using word2vec intermediariesCode0
CEA LIST: Processing Low-Resource Languages for CoNLL 2018Code0
Generative Question Refinement with Deep Reinforcement Learning in Retrieval-based QA SystemCode0
Measuring Gender Bias in Word Embeddings across Domains and Discovering New Gender Bias Word CategoriesCode0
Measuring Gender Bias in Word Embeddings of Gendered Languages Requires Disentangling Grammatical Gender SignalsCode0
Measuring Intersectional Biases in Historical DocumentsCode0
Social Emotion Mining Techniques for Facebook Posts Reaction PredictionCode0
Measuring Semantic Similarity of Words Using Concept NetworksCode0
Geological Inference from Textual Data using Word EmbeddingsCode0
Uncovering divergent linguistic information in word embeddings with lessons for intrinsic and extrinsic evaluationCode0
Geometry of CompositionalityCode0
Measuring Social Biases in Grounded Vision and Language EmbeddingsCode0
QuanTaxo: A Quantum Approach to Self-Supervised Taxonomy ExpansionCode0
GiBERT: Enhancing BERT with Linguistic Information using a Lightweight Gated Injection MethodCode0
Word Similarity Datasets for Thai: Construction and EvaluationCode0
The Undesirable Dependence on Frequency of Gender Bias Metrics Based on Word EmbeddingsCode0
Give your Text Representation Models some Love: the Case for BasqueCode0
SocialVec: Social Entity EmbeddingsCode0
Quantifying Lexical Semantic Shift via Unbalanced Optimal TransportCode0
Argument from Old Man's View: Assessing Social Bias in ArgumentationCode0
GLoMo: Unsupervisedly Learned Relational Graphs as Transferable RepresentationsCode0
Aggressive Language Identification Using Word Embeddings and Sentiment FeaturesCode0
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