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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 2251–2275 of 4002 papers

TitleStatusHype
Single Training Dimension Selection for Word Embedding with PCA—0
Sinhala Sentence Embedding: A Two-Tiered Structure for Low-Resource Languages—0
Skip-Gram − Zipf + Uniform = Vector Additivity—0
Skip-Thought GAN: Generating Text through Adversarial Training using Skip-Thought Vectors—0
SMM4H Shared Task 2020 - A Hybrid Pipeline for Identifying Prescription Drug Abuse from Twitter: Machine Learning, Deep Learning, and Post-Processing—0
Social Biases in Automatic Evaluation Metrics for NLG—0
Social Image Tags as a Source of Word Embeddings: A Task-oriented Evaluation—0
Social Media Text Processing and Semantic Analysis for Smart Cities—0
Social Support Detection from Social Media Texts—0
Social World Knowledge: Modeling and Applications—0
SoftMatcha: A Soft and Fast Pattern Matcher for Billion-Scale Corpus Searches—0
Softmax Bottleneck Makes Language Models Unable to Represent Multi-mode Word Distributions—0
Softmax Bottleneck Makes Language Models Unable to Represent Multi-mode Word Distributions—0
Solving Data Sparsity for Aspect Based Sentiment Analysis Using Cross-Linguality and Multi-Linguality—0
SOS: Systematic Offensive Stereotyping Bias in Word Embeddings—0
SOS: Systematic Offensive Stereotyping Bias in Word Embeddings—0
Sound Analogies with Phoneme Embeddings—0
SoundChoice: Grapheme-to-Phoneme Models with Semantic Disambiguation—0
Sounds Wilde. Phonetically Extended Embeddings for Author-Stylized Poetry Generation—0
Sound-Word2Vec: Learning Word Representations Grounded in Sounds—0
Span-Aggregatable, Contextualized Word Embeddings for Effective Phrase Mining—0
Span-based discontinuous constituency parsing: a family of exact chart-based algorithms with time complexities from O(n\^6) down to O(n\^3)—0
Spanish Biomedical and Clinical Language Embeddings—0
Spanish NER with Word Representations and Conditional Random Fields—0
Sparse Coding of Neural Word Embeddings for Multilingual Sequence Labeling—0
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