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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 1601–1625 of 4002 papers

TitleStatusHype
SimAlign: High Quality Word Alignments without Parallel Training Data using Static and Contextualized EmbeddingsCode1
Exploring the Combination of Contextual Word Embeddings and Knowledge Graph Embeddings—0
Too Many Claims to Fact-Check: Prioritizing Political Claims Based on Check-Worthiness—0
Null It Out: Guarding Protected Attributes by Iterative Nullspace ProjectionCode1
Sentiment Analysis of Yelp Reviews: A Comparison of Techniques and ModelsCode0
Extending Text Informativeness Measures to Passage Interestingness Evaluation (Language Model vs. Word Embedding)—0
Multi-Ontology Refined Embeddings (MORE): A Hybrid Multi-Ontology and Corpus-based Semantic Representation for Biomedical Concepts—0
Compass-aligned Distributional Embeddings for Studying Semantic Differences across CorporaCode1
Punctuation Prediction in Spontaneous Conversations: Can We Mitigate ASR Errors with Retrofitted Word Embeddings?—0
Classification Benchmarks for Under-resourced Bengali Language based on Multichannel Convolutional-LSTM NetworkCode1
Improving Disfluency Detection by Self-Training a Self-Attentive Model—0
DeepSentiPers: Novel Deep Learning Models Trained Over Proposed Augmented Persian Sentiment CorpusCode1
Word Equations: Inherently Interpretable Sparse Word Embeddingsthrough Sparse Coding—0
Decomposing Word Embedding with the Capsule Network—0
Neutralizing Gender Bias in Word Embedding with Latent Disentanglement and Counterfactual Generation—0
Information-Theoretic Probing for Linguistic StructureCode1
Geometry-aware Domain Adaptation for Unsupervised Alignment of Word Embeddings—0
Analyzing autoencoder-based acoustic word embeddings—0
4chan & 8chan embeddings—0
Understanding Linearity of Cross-Lingual Word Embedding MappingsCode1
DSTC8-AVSD: Multimodal Semantic Transformer Network with Retrieval Style Word Generator—0
Adversarial Transfer Learning for Punctuation Restoration—0
Give your Text Representation Models some Love: the Case for BasqueCode0
Span-based discontinuous constituency parsing: a family of exact chart-based algorithms with time complexities from O(n^6) down to O(n^3)Code0
A Novel Method of Extracting Topological Features from Word Embeddings—0
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