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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 33013325 of 4002 papers

TitleStatusHype
Robust Training under Linguistic AdversityCode0
Diachronic Word Embeddings Reveal Statistical Laws of Semantic ChangeCode0
Diagnosing BERT with Retrieval HeuristicsCode0
DialectGram: Detecting Dialectal Variation at Multiple Geographic ResolutionsCode0
Towards Detection of Subjective Bias using Contextualized Word EmbeddingsCode0
Izindaba-Tindzaba: Machine learning news categorisation for Long and Short Text for isiZulu and SiswatiCode0
DiaLex: A Benchmark for Evaluating Multidialectal Arabic Word EmbeddingsCode0
Neural Disambiguation of Causal Lexical Markers Based on ContextCode0
Towards Emotion Recognition in Hindi-English Code-Mixed Data: A Transformer Based ApproachCode0
Neural Domain Adaptation for Biomedical Question AnsweringCode0
Supervised Word Mover's DistanceCode0
Neural Fine-Grained Entity Type Classification with Hierarchy-Aware LossCode0
Neural Graph Embedding Methods for Natural Language ProcessingCode0
Dict2vec : Learning Word Embeddings using Lexical DictionariesCode0
Dictionary-based Debiasing of Pre-trained Word EmbeddingsCode0
Comparing Pretrained Multilingual Word Embeddings on an Ontology Alignment TaskCode0
Comparative Analysis of Word Embeddings for Capturing Word SimilaritiesCode0
Common Sense Bias in Semantic Role LabelingCode0
Uncovering Challenges of Solving the Continuous Gromov-Wasserstein ProblemCode0
We Built a Fake News / Click Bait Filter: What Happened Next Will Blow Your Mind!Code0
Analogical Reasoning on Chinese Morphological and Semantic RelationsCode0
Unsupervised Identification of Relevant Prior CasesCode0
SWAP at SemEval-2019 Task 3: Emotion detection in conversations through Tweets, CNN and LSTM deep neural networksCode0
RPN: A Word Vector Level Data Augmentation Algorithm in Deep Learning for Language UnderstandingCode0
Combining Word Embeddings and Feature Embeddings for Fine-grained Relation ExtractionCode0
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