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 426–450 of 4002 papers

Title	Date	Tasks	Status	Score
Efficient Structured Inference for Transition-Based Parsing with Neural Networks and Error States	Jan 1, 2016	Dependency ParsingFeature Engineering	CodeCode Available	5
Crossmodal ASR Error Correction with Discrete Speech Units	May 26, 2024	Emotion RecognitionSpeech Emotion Recognition	CodeCode Available	5
A Deep Relevance Model for Zero-Shot Document Filtering	Jul 1, 2018	Sentiment AnalysisText Classification	CodeCode Available	5
A Survey on Contextualised Semantic Shift Detection	Apr 4, 2023	Semantic Shift DetectionSurvey	CodeCode Available	5
Analysing Word Representation from the Input and Output Embeddings in Neural Network Language Models	Nov 1, 2020	Language ModelingLanguage Modelling	CodeCode Available	5
Data-Driven Detection of General Chiasmi Using Lexical and Semantic Features	Nov 1, 2021	Argument MiningWord Embeddings	CodeCode Available	5
A Review of Different Word Embeddings for Sentiment Classification using Deep Learning	Jul 5, 2018	BIG-bench Machine LearningGeneral Classification	CodeCode Available	5
Embeddings for Word Sense Disambiguation: An Evaluation Study	Aug 1, 2016	Machine TranslationSentiment Analysis	CodeCode Available	5
Embedding Strategies for Specialized Domains: Application to Clinical Entity Recognition	Jul 1, 2019	Clinical Concept ExtractionWord Embeddings	CodeCode Available	5
Cross-lingual Dependency Parsing with Unlabeled Auxiliary Languages	Sep 20, 2019	Cross-Lingual TransferDependency Parsing	CodeCode Available	5
A Systematic Comparison of Contextualized Word Embeddings for Lexical Semantic Change	Feb 19, 2024	Change DetectionWord Embeddings	CodeCode Available	5
A Systematic Comparison of English Noun Compound Representations	Jun 11, 2019	Word Embeddings	CodeCode Available	5
Analysis of Railway Accidents' Narratives Using Deep Learning	Oct 17, 2018	Deep LearningWord Embeddings	CodeCode Available	5
Cross-lingual Lexical Sememe Prediction	Oct 1, 2018	Learning Word EmbeddingsMultilingual Word Embeddings	CodeCode Available	5
Are the Best Multilingual Document Embeddings simply Based on Sentence Embeddings?	Apr 28, 2023	SentenceSentence Embeddings	CodeCode Available	5
A methodology to characterize bias and harmful stereotypes in natural language processing in Latin America	Jul 14, 2022	Bias DetectionDecision Making	CodeCode Available	5
Empower Sequence Labeling with Task-Aware Neural Language Model	Sep 13, 2017	GPULanguage Modeling	CodeCode Available	5
Analytical Methods for Interpretable Ultradense Word Embeddings	Apr 18, 2019	Word Embeddings	CodeCode Available	5
End-to-End Neural Ad-hoc Ranking with Kernel Pooling	Jun 20, 2017	Ad-Hoc Information RetrievalDocument Ranking	CodeCode Available	5
End-to-End Text Classification via Image-based Embedding using Character-level Networks	Oct 8, 2018	Document ClassificationGeneral Classification	CodeCode Available	5
Enhanced word embeddings using multi-semantic representation through lexical chains	Jan 22, 2021	Document ClassificationSentence	CodeCode Available	5
Cross-Lingual BERT Transformation for Zero-Shot Dependency Parsing	Sep 15, 2019	Cross-Lingual TransferDependency Parsing	CodeCode Available	5
Cross-lingual Models of Word Embeddings: An Empirical Comparison	Apr 1, 2016	Word Embeddings	CodeCode Available	5
Analyzing Continuous Semantic Shifts with Diachronic Word Similarity Matrices	Jan 16, 2025	Word EmbeddingsWord Similarity	CodeCode Available	5
A Resource-Light Method for Cross-Lingual Semantic Textual Similarity	Jan 19, 2018	Cross-Lingual Information RetrievalCross-Lingual Semantic Textual Similarity	CodeCode Available	5

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