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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 16511700 of 4002 papers

TitleStatusHype
Compound or Term Features? Analyzing Salience in Predicting the Difficulty of German Noun Compounds across Domains0
Generic and Specialized Word Embeddings for Multi-Domain Machine Translation0
Generic Embedding-Based Lexicons for Transparent and Reproducible Text Scoring0
Genre Separation Network with Adversarial Training for Cross-genre Relation Extraction0
A New Approach to Animacy Detection0
Geographically-Balanced Gigaword Corpora for 50 Language Varieties0
Compressing Word Embeddings0
Geometry-aware Domain Adaptation for Unsupervised Alignment of Word Embeddings0
Compressing Word Embeddings Using Syllables0
Getting the \#\#life out of living: How Adequate Are Word-Pieces for Modelling Complex Morphology?0
GHH at SemEval-2018 Task 10: Discovering Discriminative Attributes in Distributional Semantics0
A Structured Distributional Model of Sentence Meaning and Processing0
GiBERT: Introducing Linguistic Knowledge into BERT through a Lightweight Gated Injection Method0
Give It a Shot: Few-shot Learning to Normalize ADR Mentions in Social Media Posts0
Self-supervised audio representation learning for mobile devices0
GL at SemEval-2019 Task 5: Identifying hateful tweets with a deep learning approach.0
GlobalTrait: Personality Alignment of Multilingual Word Embeddings0
GLoMo: Unsupervised Learning of Transferable Relational Graphs0
Computationally Constructed Concepts: A Machine Learning Approach to Metaphor Interpretation Using Usage-Based Construction Grammatical Cues0
Gloss Alignment Using Word Embeddings0
GlossReader at SemEval-2021 Task 2: Reading Definitions Improves Contextualized Word Embeddings0
GM-CTSC at SemEval-2020 Task 1: Gaussian Mixtures Cross Temporal Similarity Clustering0
Detecting Cross-Lingual Plagiarism Using Simulated Word Embeddings0
BERT's Conceptual Cartography: Mapping the Landscapes of Meaning0
Affordance Extraction and Inference based on Semantic Role Labeling0
Grammar and Meaning: Analysing the Topology of Diachronic Word Embeddings0
Conceptor Debiasing of Word Representations Evaluated on WEAT0
A Study of Neural Matching Models for Cross-lingual IR0
Detecting and Mitigating Indirect Stereotypes in Word Embeddings0
Concept Space Alignment in Multilingual LLMs0
Graph-based Nearest Neighbor Search in Hyperbolic Spaces0
Graph Based Semi-Supervised Learning Approach for Tamil POS tagging0
Graph-based Syntactic Word Embeddings0
Des repr\'esentations continues de mots pour l'analyse d'opinions en arabe: une \'etude qualitative (Word embeddings for Arabic sentiment analysis : a qualitative study)0
An evaluation of Czech word embeddings0
How much does a word weigh? Weighting word embeddings for word sense induction0
How Much Does Tokenization Affect Neural Machine Translation?0
Grapheme-level Awareness in Word Embeddings for Morphologically Rich Languages0
Graph Exploration and Cross-lingual Word Embeddings for Translation Inference Across Dictionaries0
Conditional Word Embedding and Hypothesis Testing via Bayes-by-Backprop0
How Robust Are Character-Based Word Embeddings in Tagging and MT Against Wrod Scramlbing or Randdm Nouse?0
Gromov-Wasserstein Alignment of Word Embedding Spaces0
Grouping business news stories based on salience of named entities0
Group-Sparse Matrix Factorization for Transfer Learning of Word Embeddings0
GSI-UPM at SemEval-2019 Task 5: Semantic Similarity and Word Embeddings for Multilingual Detection of Hate Speech Against Immigrants and Women on Twitter0
Consistency and Variation in Kernel Neural Ranking Model0
gundapusunil at SemEval-2020 Task 9: Syntactic Semantic LSTM Architecture for SENTIment Analysis of Code-MIXed Data0
GWPT: A Green Word-Embedding-based POS Tagger0
GWU NLP at SemEval-2016 Shared Task 1: Matrix Factorization for Crosslingual STS0
Human-in-the-Loop Refinement of Word Embeddings0
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