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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 2301–2350 of 4002 papers

TitleStatusHype
CBOW Is Not All You Need: Combining CBOW with the Compositional Matrix Space ModelCode0
Combination of Domain Knowledge and Deep Learning for Sentiment Analysis of Short and Informal Messages on Social Media—0
Categorical Metadata Representation for Customized Text ClassificationCode0
Wasserstein Barycenter Model EnsemblingCode0
Word embeddings for idiolect identification—0
Humor in Word Embeddings: Cockamamie Gobbledegook for NincompoopsCode0
Multi-task Learning for Target-dependent Sentiment ClassificationCode0
Word Embeddings for Entity-annotated TextsCode0
Word Embeddings for Sentiment Analysis: A Comprehensive Empirical Survey—0
Understanding Composition of Word Embeddings via Tensor DecompositionCode0
A Multi-Resolution Word Embedding for Document Retrieval from Large Unstructured Knowledge Bases—0
How to (Properly) Evaluate Cross-Lingual Word Embeddings: On Strong Baselines, Comparative Analyses, and Some MisconceptionsCode0
A Simple Regularization-based Algorithm for Learning Cross-Domain Word Embeddings—0
Decomposing Generalization: Models of Generic, Habitual, and Episodic Statements—0
No Training Required: Exploring Random Encoders for Sentence ClassificationCode0
Analogies Explained: Towards Understanding Word Embeddings—0
Evaluating Word Embedding Models: Methods and Experimental Results—0
Word Embeddings: A Survey—0
MORTY Embedding: Improved Embeddings without Supervision—0
Context-Sensitive Malicious Spelling Error Correction—0
Equalizing Gender Biases in Neural Machine Translation with Word Embeddings TechniquesCode0
Deconstructing Word Embeddings—0
Vector representations of text data in deep learning—0
Team EP at TAC 2018: Automating data extraction in systematic reviews of environmental agents—0
Jabberwocky Parsing: Dependency Parsing with Lexical Noise—0
Learning multilingual topics through aspect extraction from monolingual texts—0
Inorganic Materials Synthesis Planning with Literature-Trained Neural NetworksCode0
Non-Autoregressive Neural Machine Translation with Enhanced Decoder Input—0
Enhancing Topic Modeling for Short Texts with Auxiliary Word Embeddings—0
What are the biases in my word embedding?—0
How Much Does Tokenization Affect Neural Machine Translation?—0
Measuring Societal Biases from Text Corpora with Smoothed First-Order Co-occurrence—0
Detecting weak and strong Islamophobic hate speech on social media—0
The Global Anchor Method for Quantifying Linguistic Shifts and Domain AdaptationCode0
Delta Embedding Learning—0
Unsupervised domain-agnostic identification of product names in social media posts—0
On the Dimensionality of Word EmbeddingCode0
Von Mises-Fisher Loss for Training Sequence to Sequence Models with Continuous OutputsCode0
Asynchronous Training of Word Embeddings for Large Text CorporaCode0
Are you tough enough? Framework for Robustness Validation of Machine Comprehension SystemsCode0
Building Sequential Inference Models for End-to-End Response SelectionCode0
Automatic classification of speech overlaps: Feature representation and algorithms—0
Improved and Robust Controversy Detection in General Web Pages Using Semantic Approaches under Large Scale Conditions—0
GLoMo: Unsupervised Learning of Transferable Relational Graphs—0
Incorporating Context into Language Encoding Models for fMRI—0
Cluster Labeling by Word Embeddings and WordNet's Hypernymy—0
Modeling Speech Acts in Asynchronous Conversations: A Neural-CRF Approach—0
A Comparative Study of Embedding Models in Predicting the Compositionality of Multiword Expressions—0
Unsupervised Mining of Analogical Frames by Constraint SatisfactionCode0
Flexible and Scalable State Tracking Framework for Goal-Oriented Dialogue Systems—0
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