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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 36513700 of 4002 papers

TitleStatusHype
Enhancing Automatic Wordnet Construction Using Word Embeddings0
WOLVESAAR at SemEval-2016 Task 1: Replicating the Success of Monolingual Word Alignment and Neural Embeddings for Semantic Textual Similarity0
HHU at SemEval-2016 Task 1: Multiple Approaches to Measuring Semantic Textual Similarity0
English Resource Semantics0
GWU NLP at SemEval-2016 Shared Task 1: Matrix Factorization for Crosslingual STS0
Revisiting Supertagging and Parsing: How to Use Supertags in Transition-Based Parsing0
Token-Level Metaphor Detection using Neural Networks0
Tohoku at SemEval-2016 Task 6: Feature-based Model versus Convolutional Neural Network for Stance Detection0
Supervised Metaphor Detection using Conditional Random Fields0
Ten Pairs to Tag -- Multilingual POS Tagging via Coarse Mapping between Embeddings0
UniMelb at SemEval-2016 Task 3: Identifying Similar Questions by combining a CNN with String Similarity Measures0
SimiHawk at SemEval-2016 Task 1: A Deep Ensemble System for Semantic Textual Similarity0
Overfitting at SemEval-2016 Task 3: Detecting Semantically Similar Questions in Community Question Answering Forums with Word Embeddings0
thecerealkiller at SemEval-2016 Task 4: Deep Learning based System for Classifying Sentiment of Tweets on Two Point Scale0
Improved Neural Network-based Multi-label Classification with Better Initialization Leveraging Label Co-occurrence0
UNBNLP at SemEval-2016 Task 1: Semantic Textual Similarity: A Unified Framework for Semantic Processing and Evaluation0
Sentiment Lexicon Creation using Continuous Latent Space and Neural Networks0
LyS at SemEval-2016 Task 4: Exploiting Neural Activation Values for Twitter Sentiment Classification and Quantification0
UMD-TTIC-UW at SemEval-2016 Task 1: Attention-Based Multi-Perspective Convolutional Neural Networks for Textual Similarity Measurement0
CUFE at SemEval-2016 Task 4: A Gated Recurrent Model for Sentiment Classification0
CU-NLP at SemEval-2016 Task 8: AMR Parsing using LSTM-based Recurrent Neural Networks0
Questioning Arbitrariness in Language: a Data-Driven Study of Conventional Iconicity0
Brundlefly at SemEval-2016 Task 12: Recurrent Neural Networks vs. Joint Inference for Clinical Temporal Information Extraction0
USAAR at SemEval-2016 Task 13: Hyponym Endocentricity0
SwissCheese at SemEval-2016 Task 4: Sentiment Classification Using an Ensemble of Convolutional Neural Networks with Distant Supervision0
AUEB-ABSA at SemEval-2016 Task 5: Ensembles of Classifiers and Embeddings for Aspect Based Sentiment Analysis0
Tweester at SemEval-2016 Task 4: Sentiment Analysis in Twitter Using Semantic-Affective Model Adaptation0
Improve Chinese Word Embeddings by Exploiting Internal StructureCode0
aueb.twitter.sentiment at SemEval-2016 Task 4: A Weighted Ensemble of SVMs for Twitter Sentiment Analysis0
Symmetric Patterns and Coordinations: Fast and Enhanced Representations of Verbs and Adjectives0
YZU-NLP Team at SemEval-2016 Task 4: Ordinal Sentiment Classification Using a Recurrent Convolutional Network0
LSTM CCG Parsing0
Deconstructing Complex Search Tasks: a Bayesian Nonparametric Approach for Extracting Sub-tasks0
BIT at SemEval-2016 Task 1: Sentence Similarity Based on Alignments and Vector with the Weight of Information Content0
INESC-ID at SemEval-2016 Task 4-A: Reducing the Problem of Out-of-Embedding Words0
Finki at SemEval-2016 Task 4: Deep Learning Architecture for Twitter Sentiment Analysis0
LIMSI-COT at SemEval-2016 Task 12: Temporal relation identification using a pipeline of classifiers0
Bilingual Word Embeddings from Parallel and Non-parallel Corpora for Cross-Language Text Classification0
Lexical Coherence Graph Modeling Using Word Embeddings0
Multimodal Semantic Learning from Child-Directed Input0
Right-truncatable Neural Word Embeddings0
AI-KU at SemEval-2016 Task 11: Word Embeddings and Substring Features for Complex Word Identification0
Fashioning Data - A Social Media Perspective on Fast Fashion Brands0
FBK HLT-MT at SemEval-2016 Task 1: Cross-lingual Semantic Similarity Measurement Using Quality Estimation Features and Compositional Bilingual Word Embeddings0
SENSEI-LIF at SemEval-2016 Task 4: Polarity embedding fusion for robust sentiment analysis0
Automatically Inferring Implicit Properties in Similes0
Self-Reflective Sentiment Analysis0
Drop-out Conditional Random Fields for Twitter with Huge Mined Gazetteer0
UTA DLNLP at SemEval-2016 Task 1: Semantic Textual Similarity: A Unified Framework for Semantic Processing and Evaluation0
UniPI at SemEval-2016 Task 4: Convolutional Neural Networks for Sentiment Classification0
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