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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 17511800 of 4002 papers

TitleStatusHype
Contextualized Embeddings for Connective Disambiguation in Shallow Discourse Parsing0
Analysis of Italian Word Embeddings0
Contextualized Embeddings for Enriching Linguistic Analyses on Politeness0
Leveraging Domain Agnostic and Specific Knowledge for Acronym Disambiguation0
How to represent a word and predict it, too: Improving tied architectures for language modelling0
Contextualized moral inference0
How Well Can We Predict Hypernyms from Word Embeddings? A Dataset-Centric Analysis0
Human-in-the-Loop Refinement of Word Embeddings0
HumorHawk at SemEval-2017 Task 6: Mixing Meaning and Sound for Humor Recognition0
Contextualized Word Embeddings Encode Aspects of Human-Like Word Sense Knowledge0
Humpty Dumpty: Controlling Word Meanings via Corpus Poisoning0
"Hunt Takes Hare": Theming Games Through Game-Word Vector Translation0
From Fully Trained to Fully Random Embeddings: Improving Neural Machine Translation with Compact Word Embedding Tables0
Improving Neural Network Performance by Injecting Background Knowledge: Detecting Code-switching and Borrowing in Algerian texts0
Hybridation d'un agent conversationnel avec des plongements lexicaux pour la formation au diagnostic m\'edical (Hybridization of a conversational agent with word embeddings for medical diagnostic training)0
Hybrid Code Networks using a convolutional neural network as an input layer achieves higher turn accuracy0
Improving Opinion-Target Extraction with Character-Level Word Embeddings0
Hybrid Text Feature Modeling for Disease Group Prediction using Unstructured Physician Notes0
Hyperbolic Centroid Calculations for Text Classification0
Improving Verb Metaphor Detection by Propagating Abstractness to Words, Phrases and Individual Senses0
Incorporating Relational Knowledge into Word Representations using Subspace Regularization0
Hypothesis Testing based Intrinsic Evaluation of Word Embeddings0
I2DFormer: Learning Image to Document Attention for Zero-Shot Image Classification0
ICL-HD at SemEval-2016 Task 10: Improving the Detection of Minimal Semantic Units and their Meanings with an Ontology and Word Embeddings0
Continuous Word Embedding Fusion via Spectral Decomposition0
A Distribution-based Model to Learn Bilingual Word Embeddings0
A Transparent Framework for Evaluating Unintended Demographic Bias in Word Embeddings0
Identification of Biased Terms in News Articles by Comparison of Outlet-specific Word Embeddings0
Identification of Indigenous Knowledge Concepts through Semantic Networks, Spelling Tools and Word Embeddings0
Identifying Aggression and Toxicity in Comments using Capsule Network0
Identifying and interpreting non-aligned human conceptual representations using language modeling0
Identifying and Mitigating Gender Bias in Hyperbolic Word Embeddings0
Identifying attack and support argumentative relations using deep learning0
Identifying Cognates in English-Dutch and French-Dutch by means of Orthographic Information and Cross-lingual Word Embeddings0
Identifying Reference Spans: Topic Modeling and Word Embeddings help IR0
Identity-sensitive Word Embedding through Heterogeneous Networks0
Igbo Diacritic Restoration using Embedding Models0
Igevorse at SemEval-2018 Task 10: Exploring an Impact of Word Embeddings Concatenation for Capturing Discriminative Attributes0
Convolutional Neural Network for Universal Sentence Embeddings0
IITK at the FinSim Task: Hypernym Detection in Financial Domain via Context-Free and Contextualized Word Embeddings0
Des pseudo-sens pour am\'eliorer l'extraction de synonymes \`a partir de plongements lexicaux (Pseudo-senses for improving the extraction of synonyms from word embeddings)0
IITPB at SemEval-2017 Task 5: Sentiment Prediction in Financial Text0
Illustrative Language Understanding: Large-Scale Visual Grounding with Image Search0
Image Captioning using Deep Stacked LSTMs, Contextual Word Embeddings and Data Augmentation0
Image Captioning with Visual Object Representations Grounded in the Textual Modality0
Convolutional Neural Networks for Sentiment Analysis on Weibo Data: A Natural Language Processing Approach0
Impact of Gender Debiased Word Embeddings in Language Modeling0
Impart Contextualization to Static Word Embeddings through Semantic Relations0
Convolutional Sentence Kernel from Word Embeddings for Short Text Categorization0
Designing a Russian Idiom-Annotated Corpus0
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