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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 876900 of 4002 papers

TitleStatusHype
Cross-lingual Word Embeddings in Hyperbolic Space0
Discrete Wavelet Transform for Efficient Word Embeddings and Sentence Encoding0
Softmax Bottleneck Makes Language Models Unable to Represent Multi-mode Word Distributions0
Metaphor Detection for Low Resource Languages: From Zero-Shot to Few-Shot Learning in Middle High German0
FeelsGoodMan: Inferring Semantics of Twitch Neologisms0
Unsupervised Domain Adaptation with Contrastive Learning for Cross-domain Chinese NER0
Evaluating Metrics for Bias in Word Embeddings0
Explainable Semantic Space by Grounding Language to Vision with Cross-Modal Contrastive Learning0
Keyphrase Extraction Using Neighborhood Knowledge Based on Word Embeddings0
PESTO: Switching Point based Dynamic and Relative Positional Encoding for Code-Mixed LanguagesCode0
Automated PII Extraction from Social Media for Raising Privacy Awareness: A Deep Transfer Learning Approach0
Training Cross-Lingual embeddings for Setswana and SepediCode0
Topic-aware latent models for representation learning on networks0
SocialVec: Social Entity EmbeddingsCode0
POSHAN: Cardinal POS Pattern Guided Attention for News Headline Incongruence0
Monitoring geometrical properties of word embeddings for detecting the emergence of new topics0
My House, My Rules: Learning Tidying Preferences with Graph Neural Networks0
Leveraging Advantages of Interactive and Non-Interactive Models for Vector-Based Cross-Lingual Information Retrieval0
UnClE: Explicitly Leveraging Semantic Similarity to Reduce the Parameters of Word Embeddings0
On the Cross-lingual Transferability of Contextualized Sense Embeddings0
Named Entity Recognition in the Romanian Legal DomainCode0
Do not neglect related languages: The case of low-resource Occitan cross-lingual word embeddings0
HOTTER: Hierarchical Optimal Topic Transport with Explanatory Context RepresentationsCode0
Decoding Word Embeddings with Brain-Based Semantic Features0
Increasing Sentence-Level Comprehension Through Text Classification of Epistemic Functions0
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