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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 18511900 of 4002 papers

TitleStatusHype
Improving Translation of Out Of Vocabulary Words using Bilingual Lexicon Induction in Low-Resource Machine Translation0
Improving Twitter Sentiment Classification via Multi-Level Sentiment-Enriched Word Embeddings0
Improving Vector Space Word Representations Using Multilingual Correlation0
Improving Verb Metaphor Detection by Propagating Abstractness to Words, Phrases and Individual Senses0
Improving Word Alignment of Rare Words with Word Embeddings0
Improving Word Embeddings through Iterative Refinement of Word- and Character-level Models0
Improving Word Embeddings Using Kernel PCA0
Designing a Russian Idiom-Annotated Corpus0
Improving Word Representations via Global Context and Multiple Word Prototypes0
BERTrade: Using Contextual Embeddings to Parse Old French0
BERTMap: A BERT-based Ontology Alignment System0
Improving Zero Shot Learning Baselines with Commonsense Knowledge0
Describing Images using Inferred Visual Dependency Representations0
A Neurobiologically Motivated Analysis of Distributional Semantic Models0
INAOE-UPV at SemEval-2018 Task 3: An Ensemble Approach for Irony Detection in Twitter0
Including Semantic Information via Word Embeddings for Skeleton-based Action Recognition0
In-Context Former: Lightning-fast Compressing Context for Large Language Model0
Incorporating Context into Language Encoding Models for fMRI0
Incorporating Emoji Descriptions Improves Tweet Classification0
Author Profiling from Facebook Corpora0
Deriving Contextualised Semantic Features from BERT (and Other Transformer Model) Embeddings0
Cross-lingual Embeddings Reveal Universal and Lineage-Specific Patterns in Grammatical Gender Assignment0
Incorporating Sub-Word Level Information in Language Invariant Neural Event Detection0
Incorporating visual features into word embeddings: A bimodal autoencoder-based approach0
Affective Neural Response Generation0
Increasing Sentence-Level Comprehension Through Text Classification of Epistemic Functions0
Incremental Sense Weight Training for the Interpretation of Contextualized Word Embeddings0
Cross-Lingual Induction and Transfer of Verb Classes Based on Word Vector Space Specialisation0
Exploring Interpretability of Independent Components of Word Embeddings with Automated Word Intruder Test0
Deriving continous grounded meaning representations from referentially structured multimodal contexts0
Indigenous Language Revitalization and the Dilemma of Gender Bias0
In-domain Context-aware Token Embeddings Improve Biomedical Named Entity Recognition0
AutoExtend: Extending Word Embeddings to Embeddings for Synsets and Lexemes0
Inducing Bilingual Lexica From Non-Parallel Data With Earth Mover's Distance Regularization0
Inducing Distant Supervision in Suggestion Mining through Part-of-Speech Embeddings0
Cross-Lingual Pronoun Prediction with Deep Recurrent Neural Networks v2.00
Inducing Embeddings for Rare and Unseen Words by Leveraging Lexical Resources0
Inducing Relational Knowledge from BERT0
Interpretable Neural Embeddings with Sparse Self-Representation0
INESC-ID: A Regression Model for Large Scale Twitter Sentiment Lexicon Induction0
Interpretable Word Embedding Contextualization0
INESC-ID: Sentiment Analysis without Hand-Coded Features or Linguistic Resources using Embedding Subspaces0
InferLite: Simple Universal Sentence Representations from Natural Language Inference Data0
Inferring Prototypes for Multi-Label Few-Shot Image Classification with Word Vector Guided Attention0
INF-HatEval at SemEval-2019 Task 5: Convolutional Neural Networks for Hate Speech Detection Against Women and Immigrants on Twitter0
Cross-Lingual Transfer Learning for Hate Speech Detection0
Derivational Morphological Relations in Word Embeddings0
Information-Theory Interpretation of the Skip-Gram Negative-Sampling Objective Function0
Cross-lingual Transfer of Sentiment Classifiers0
Derivational Morphological Relations in Word Embeddings0
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