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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 22012250 of 4002 papers

TitleStatusHype
Syntax-Enhanced Neural Machine Translation with Syntax-Aware Word Representations0
Learning Embeddings into Entropic Wasserstein SpacesCode0
Models in the Wild: On Corruption Robustness of NLP Systems0
A Typedriven Vector Semantics for Ellipsis with Anaphora using Lambek Calculus with Limited Contraction0
HHMM at SemEval-2019 Task 2: Unsupervised Frame Induction using Contextualized Word EmbeddingsCode0
Pretrained Transformers for Simple Question Answering0
Predicting Word Concreteness and Imagery0
Poincare Glove: Hyperbolic Word EmbeddingsCode0
A Comparison of Context-sensitive Models for Lexical Substitution0
Learning Mixed-Curvature Representations in Product Spaces0
Aligning Open IE Relations and KB Relations using a Siamese Network Based on Word Embedding0
Language-Agnostic Model for Aspect-Based Sentiment Analysis0
Investigating the Stability of Concrete Nouns in Word Embeddings0
On Learning Word Embeddings From Linguistically Augmented Text Corpora0
RelWalk -- A Latent Variable Model Approach to Knowledge Graph Embedding0
Distribution is not enough: going Firther0
Semantic Frame Embeddings for Detecting Relations between Software Requirements0
Words are Vectors, Dependencies are Matrices: Learning Word Embeddings from Dependency Graphs0
Wasserstein Barycenter Model Ensembling0
The Effectiveness of Pre-Trained Code Embeddings0
Unsupervised Hyper-alignment for Multilingual Word Embeddings0
Nested Variational Autoencoder for Topic Modeling on Microtexts with Word VectorsCode0
Zero-training Sentence Embedding via Orthogonal BasisCode0
Detecting Paraphrases of Standard Clause Titles in Insurance Contracts0
Encoding Category Trees Into Word-Embeddings Using Geometric ApproachCode0
Don't Settle for Average, Go for the Max: Fuzzy Sets and Max-Pooled Word VectorsCode0
On the Effect of Low-Frequency Terms on Neural-IR ModelsCode0
Enabling Open-World Specification Mining via Unsupervised Learning0
Are We Consistently Biased? Multidimensional Analysis of Biases in Distributional Word VectorsCode0
Contextualized Word Embeddings Enhanced Event Temporal Relation Extraction for Story Understanding0
A bag-of-concepts model improves relation extraction in a narrow knowledge domain with limited data0
Better Automatic Evaluation of Open-Domain Dialogue Systems with Contextualized Embeddings0
Integrating Social Media into a Pan-European Flood Awareness System: A Multilingual Approach0
Understanding the Stability of Medical Concept Embeddings0
Weakly-Supervised Concept-based Adversarial Learning for Cross-lingual Word Embeddings0
Zero-Shot Cross-Lingual Opinion Target Extraction0
Evaluating the Underlying Gender Bias in Contextualized Word Embeddings0
Analytical Methods for Interpretable Ultradense Word EmbeddingsCode0
MoralStrength: Exploiting a Moral Lexicon and Embedding Similarity for Moral Foundations PredictionCode0
Contextual Aware Joint Probability Model Towards Question Answering System0
Query Expansion for Cross-Language Question Re-Ranking0
Text2Node: a Cross-Domain System for Mapping Arbitrary Phrases to a Taxonomy0
What's in a Name? Reducing Bias in Bios without Access to Protected Attributes0
Detecting Cybersecurity Events from Noisy Short Text0
Better Word Embeddings by Disentangling Contextual n-Gram InformationCode0
Mixing syntagmatic and paradigmatic information for concept detection0
Characterizing the impact of geometric properties of word embeddings on task performanceCode0
Word Similarity Datasets for Thai: Construction and EvaluationCode0
Evaluation of Greek Word Embeddings0
Text-based depression detection on sparse dataCode0
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