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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 10011025 of 4002 papers

TitleStatusHype
Decision-Directed Data DecompositionCode0
Edinburgh at SemEval-2022 Task 1: Jointly Fishing for Word Embeddings and DefinitionsCode0
An embedded segmental K-means model for unsupervised segmentation and clustering of speechCode0
The AI-KU System at the SPMRL 2013 Shared Task : Unsupervised Features for Dependency ParsingCode0
Investigating the Frequency Distortion of Word Embeddings and Its Impact on Bias MetricsCode0
The Dynamic Embedded Topic ModelCode0
The Cinderella Complex: Word Embeddings Reveal ender Stereotypes in Movies and BooksCode0
The Interplay of Semantics and Morphology in Word EmbeddingsCode0
The Limitations of Cross-language Word Embeddings EvaluationCode0
An Evaluation Dataset for Legal Word Embedding: A Case Study On Chinese CodexCode0
Discovering and Interpreting Biased Concepts in Online CommunitiesCode0
DisCoDisCo at the DISRPT2021 Shared Task: A System for Discourse Segmentation, Classification, and Connective DetectionCode0
Discourse Relation Embeddings: Representing the Relations between Discourse Segments in Social MediaCode0
Think Globally, Embed Locally --- Locally Linear Meta-embedding of WordsCode0
Discovering emergent connections in quantum physics research via dynamic word embeddingsCode0
DiaLex: A Benchmark for Evaluating Multidialectal Arabic Word EmbeddingsCode0
Dict2vec : Learning Word Embeddings using Lexical DictionariesCode0
AutoSUM: Automating Feature Extraction and Multi-user Preference Simulation for Entity SummarizationCode0
Topic Modeling over Short Texts by Incorporating Word EmbeddingsCode0
DeepEmo: Learning and Enriching Pattern-Based Emotion RepresentationsCode0
AWE-CM Vectors: Augmenting Word Embeddings with a Clinical MetathesaurusCode0
Deeper Text Understanding for IR with Contextual Neural Language ModelingCode0
Diagnosing BERT with Retrieval HeuristicsCode0
A Neural Language Model for Dynamically Representing the Meanings of Unknown Words and Entities in a DiscourseCode0
DialectGram: Detecting Dialectal Variation at Multiple Geographic ResolutionsCode0
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