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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 2351–2400 of 4002 papers

TitleStatusHype
ChemBoost: A chemical language based approach for protein-ligand binding affinity predictionCode0
Word-like character n-gram embeddingCode0
Interpreting Word-Level Hidden State Behaviour of Character-Level LSTM Language Models—0
Importance of Self-Attention for Sentiment Analysis—0
Frame- and Entity-Based Knowledge for Common-Sense Argumentative ReasoningCode0
A mostly unlexicalized model for recognizing textual entailment—0
Interpretable Word Embedding Contextualization—0
Macquarie University at BioASQ 6b: Deep learning and deep reinforcement learning for query-based summarisation—0
Stance Detection in Fake News A Combined Feature Representation—0
Robust Word Vectors: Context-Informed Embeddings for Noisy Texts—0
Normalization of Transliterated Words in Code-Mixed Data Using Seq2Seq Model \& Levenshtein Distance—0
Multilingual Embeddings Jointly Induced from Contexts and Concepts: Simple, Strong and Scalable—0
GlobalTrait: Personality Alignment of Multilingual Word Embeddings—0
Truly unsupervised acoustic word embeddings using weak top-down constraints in encoder-decoder modelsCode0
Learning Unsupervised Word Mapping by Maximizing Mean Discrepancy—0
SIEVE: Helping Developers Sift Wheat from Chaff via Cross-Platform Analysis—0
Measuring Issue Ownership using Word Embeddings—0
Aligning Very Small Parallel Corpora Using Cross-Lingual Word Embeddings and a Monogamy Objective—0
Attentive Neural Network for Named Entity Recognition in VietnameseCode0
Word Mover's Embedding: From Word2Vec to Document EmbeddingCode0
Subword Encoding in Lattice LSTM for Chinese Word SegmentationCode0
Magnitude: A Fast, Efficient Universal Vector Embedding Utility PackageCode0
Learning Emotion from 100 Observations: Unexpected Robustness of Deep Learning under Strong Data Limitations—0
Local Homology of Word Embeddings—0
Word Sense Induction using Knowledge Embeddings—0
Time-Aware and Corpus-Specific Entity Relatedness—0
Exponential Family Word Embeddings: An Iterative Approach for Learning Word Vectors—0
Learned in Speech Recognition: Contextual Acoustic Word Embeddings—0
Interpreting Word Embeddings with Eigenvector AnalysisCode0
BioSentVec: creating sentence embeddings for biomedical textsCode0
Proactive Security: Embedded AI Solution for Violent and Abusive Speech Recognition—0
Named Entity Recognition on Twitter for Turkish using Semi-supervised Learning with Word Embeddings—0
pair2vec: Compositional Word-Pair Embeddings for Cross-Sentence InferenceCode1
pioNER: Datasets and Baselines for Armenian Named Entity RecognitionCode0
Analysis of Railway Accidents' Narratives Using Deep LearningCode0
Skip-Thought GAN: Generating Text through Adversarial Training using Skip-Thought Vectors—0
Subword Semantic Hashing for Intent Classification on Small DatasetsCode0
TNE: A Latent Model for Representation Learning on Networks—0
Poincaré GloVe: Hyperbolic Word EmbeddingsCode0
A Multimodal Approach towards Emotion Recognition of Music using Audio and Lyrical Content—0
Is there Gender bias and stereotype in Portuguese Word Embeddings?—0
textTOvec: Deep Contextualized Neural Autoregressive Topic Models of Language with Distributed Compositional PriorCode0
Word Embeddings from Large-Scale Greek Web Content—0
End-to-End Text Classification via Image-based Embedding using Character-level NetworksCode0
Understanding the Origins of Bias in Word EmbeddingsCode1
Text-based Sentiment Analysis and Music Emotion Recognition—0
Italian Event Detection Goes Deep LearningCode0
Neural Networks for Cross-lingual Negation Scope Detection—0
A Comparative Study of Neural Network Models for Sentence Classification—0
A Deep Learning Architecture for De-identification of Patient Notes: Implementation and Evaluation—0
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