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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 16511675 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
Geographical Evaluation of Word Embeddings0
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
Detecting and Mitigating Indirect Stereotypes in Word Embeddings0
Give It a Shot: Few-shot Learning to Normalize ADR Mentions in Social Media Posts0
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
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
An evaluation of Czech word embeddings0
HCCL at SemEval-2017 Task 2: Combining Multilingual Word Embeddings and Transliteration Model for Semantic Similarity0
HECTOR: A Hybrid TExt SimplifiCation TOol for Raw Texts in French0
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