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 1051–1075 of 4002 papers

Title	Date	Tasks	Status	Score
Disentangling dialects: a neural approach to Indo-Aryan historical phonology and subgrouping	Nov 1, 2020	DecoderWord Embeddings	CodeCode Available	5
Discriminating between Lexico-Semantic Relations with the Specialization Tensor Model	Jun 1, 2018	Natural Language InferenceParaphrase Generation	CodeCode Available	5
Deep word embeddings for visual speech recognition	Oct 30, 2017	Lipreadingspeech-recognition	CodeCode Available	5
Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms	May 24, 2018	Document ClassificationGeneral Classification	CodeCode Available	5
Bad Company---Neighborhoods in Neural Embedding Spaces Considered Harmful	Dec 1, 2016	Word Embeddings	CodeCode Available	5
Discovering emergent connections in quantum physics research via dynamic word embeddings	Nov 10, 2024	Knowledge GraphsLink Prediction	CodeCode Available	5
Definition Frames: Using Definitions for Hybrid Concept Representations	Sep 10, 2019	Relation ExtractionWord Embeddings	CodeCode Available	5
Definition Modeling: Learning to define word embeddings in natural language	Dec 1, 2016	Word EmbeddingsWord Similarity	CodeCode Available	5
A Neural Generative Model for Joint Learning Topics and Topic-Specific Word Embeddings	Aug 11, 2020	Sentiment AnalysisSentiment Classification	CodeCode Available	5
DefSent+: Improving sentence embeddings of language models by projecting definition sentences into a quasi-isotropic or isotropic vector space of unlimited dictionary entries	May 25, 2024	SentenceSentence Embeddings	CodeCode Available	5
Degree-Aware Alignment for Entities in Tail	May 25, 2020	Entity AlignmentKnowledge Graphs	CodeCode Available	5
BB_twtr at SemEval-2017 Task 4: Twitter Sentiment Analysis with CNNs and LSTMs	Apr 20, 2017	Sentiment AnalysisTwitter Sentiment Analysis	CodeCode Available	5
Distilling Semantic Concept Embeddings from Contrastively Fine-Tuned Language Models	May 16, 2023	Contrastive LearningSentence	CodeCode Available	5
A Neural Language Model for Dynamically Representing the Meanings of Unknown Words and Entities in a Discourse	Sep 6, 2017	Language ModelingLanguage Modelling	CodeCode Available	5
Effective Dimensionality Reduction for Word Embeddings	Aug 1, 2019	Dimensionality ReductionWord Embeddings	CodeCode Available	5
Domain Adapted Word Embeddings for Improved Sentiment Classification	May 11, 2018	ClassificationGeneral Classification	CodeCode Available	5
Dynamic Bernoulli Embeddings for Language Evolution	Mar 23, 2017	Word Embeddings	CodeCode Available	5
Efficient, Compositional, Order-sensitive n-gram Embeddings	Apr 1, 2017	Word Embeddings	CodeCode Available	5
Density Matching for Bilingual Word Embedding	Apr 4, 2019	Bilingual Lexicon InductionWord Embeddings	CodeCode Available	5
DisCoDisCo at the DISRPT2021 Shared Task: A System for Discourse Segmentation, Classification, and Connective Detection	Sep 20, 2021	ClassificationConnective Detection	CodeCode Available	5
Discourse Relation Embeddings: Representing the Relations between Discourse Segments in Social Media	May 4, 2021	RelationRelation Classification	CodeCode Available	5
Dict2vec : Learning Word Embeddings using Lexical Dictionaries	Sep 1, 2017	General ClassificationKnowledge Graphs	CodeCode Available	5
DiaLex: A Benchmark for Evaluating Multidialectal Arabic Word Embeddings	Nov 22, 2020	Word Embeddings	CodeCode Available	5
InceptionXML: A Lightweight Framework with Synchronized Negative Sampling for Short Text Extreme Classification	Sep 13, 2021	Product Recommendationtext-classification	CodeCode Available	5
Dictionary-based Debiasing of Pre-trained Word Embeddings	Jan 23, 2021	Word Embeddings	CodeCode Available	5

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