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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 651–700 of 4002 papers

TitleStatusHype
End-to-End Text Classification via Image-based Embedding using Character-level NetworksCode0
Enhanced word embeddings using multi-semantic representation through lexical chainsCode0
Deep Text Mining of Instagram Data Without Strong SupervisionCode0
Building Sequential Inference Models for End-to-End Response SelectionCode0
The Pupil Has Become the Master: Teacher-Student Model-Based Word Embedding Distillation with Ensemble LearningCode0
Aggressive Language Identification Using Word Embeddings and Sentiment FeaturesCode0
BULNER: BUg Localization with word embeddings and NEtwork RegularizationCode0
ESTEEM: A Novel Framework for Qualitatively Evaluating and Visualizing Spatiotemporal Embeddings in Social MediaCode0
C-3MA: Tartu-Riga-Zurich Translation Systems for WMT17Code0
Bilingual Learning of Multi-sense Embeddings with Discrete AutoencodersCode0
Evaluating Biased Attitude Associations of Language Models in an Intersectional ContextCode0
Evaluating Bias In Dutch Word EmbeddingsCode0
IdBench: Evaluating Semantic Representations of Identifier Names in Source CodeCode0
Evaluating shallow and deep learning strategies for the 2018 n2c2 shared task on clinical text classificationCode0
Can language models learn analogical reasoning? Investigating training objectives and comparisons to human performanceCode0
Can We Use Word Embeddings for Enhancing Guarani-Spanish Machine Translation?Code0
Evaluating Word Embeddings in Multi-label Classification Using Fine-grained Name TypingCode0
Evaluating Word Embeddings with Categorical ModularityCode0
Evaluation of sentence embeddings in downstream and linguistic probing tasksCode0
CARER: Contextualized Affect Representations for Emotion RecognitionCode0
Deep Unordered Composition Rivals Syntactic Methods for Text ClassificationCode0
Definition Modeling: Learning to define word embeddings in natural languageCode0
Exploration of register-dependent lexical semantics using word embeddingsCode0
Exploring Diachronic Lexical Semantics with JeSemECode0
Categorical Metadata Representation for Customized Text ClassificationCode0
Causally Denoise Word Embeddings Using Half-Sibling RegressionCode0
Caveats of Measuring Semantic Change of Cognates and Borrowings using Multilingual Word EmbeddingsCode0
CBOW Is Not All You Need: Combining CBOW with the Compositional Matrix Space ModelCode0
Deep Learning for Hate Speech Detection in TweetsCode0
Deep Image-to-Recipe TranslationCode0
Fair is Better than Sensational:Man is to Doctor as Woman is to DoctorCode0
Centroid-based Text Summarization through Compositionality of Word EmbeddingsCode0
Deep learning for language understanding of mental health concepts derived from Cognitive Behavioural TherapyCode0
Feature-Dependent Confusion Matrices for Low-Resource NER Labeling with Noisy LabelsCode0
A quantitative study of NLP approaches to question difficulty estimationCode0
Few-shot Learning for Named Entity Recognition in Medical TextCode0
Deeper Text Understanding for IR with Contextual Neural Language ModelingCode0
DeepEmo: Learning and Enriching Pattern-Based Emotion RepresentationsCode0
A Quantum Many-body Wave Function Inspired Language Modeling ApproachCode0
Finnish resources for evaluating language model semanticsCode0
A Causal Inference Method for Reducing Gender Bias in Word Embedding RelationsCode0
Character Composition Model with Convolutional Neural Networks for Dependency Parsing on Morphologically Rich LanguagesCode0
DeepHateExplainer: Explainable Hate Speech Detection in Under-resourced Bengali LanguageCode0
Characterizing Diseases from Unstructured Text: A Vocabulary Driven Word2vec ApproachCode0
Characterizing Linguistic Shifts in Croatian News via Diachronic Word EmbeddingsCode0
Characterizing the impact of geometric properties of word embeddings on task performanceCode0
From Hyperbolic Geometry Back to Word EmbeddingsCode0
CharNER: Character-Level Named Entity RecognitionCode0
Deep Pivot-Based Modeling for Cross-language Cross-domain Transfer with Minimal GuidanceCode0
Decision-Directed Data DecompositionCode0
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