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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 27262750 of 4002 papers

TitleStatusHype
attr2vec: Jointly Learning Word and Contextual Attribute Embeddings with Factorization Machines0
Multi-Module Recurrent Neural Networks with Transfer Learning0
Directional Skip-Gram: Explicitly Distinguishing Left and Right Context for Word Embeddings0
Di-LSTM Contrast : A Deep Neural Network for Metaphor Detection0
Automatic Detection of Incoherent Speech for Diagnosing Schizophrenia0
Multimodal Frame Identification with Multilingual Evaluation0
INAOE-UPV at SemEval-2018 Task 3: An Ensemble Approach for Irony Detection in Twitter0
Tweety at SemEval-2018 Task 2: Predicting Emojis using Hierarchical Attention Neural Networks and Support Vector Machine0
LightRel at SemEval-2018 Task 7: Lightweight and Fast Relation Classification0
Towards Qualitative Word Embeddings Evaluation: Measuring Neighbors Variation0
DeepMiner at SemEval-2018 Task 1: Emotion Intensity Recognition Using Deep Representation Learning0
UWB at SemEval-2018 Task 3: Irony detection in English tweets0
UWB at SemEval-2018 Task 1: Emotion Intensity Detection in Tweets0
Bidirectional Retrieval Made Simple0
Bigrams and BiLSTMs Two Neural Networks for Sequential Metaphor DetectionCode0
Random Decision Syntax Trees at SemEval-2018 Task 3: LSTMs and Sentiment Scores for Irony Detection0
CSReader at SemEval-2018 Task 11: Multiple Choice Question Answering as Textual Entailment0
Inducing a Lexicon of Abusive Words – a Feature-Based ApproachCode0
Using Language Learner Data for Metaphor DetectionCode0
Querying Word Embeddings for Similarity and Relatedness0
LIS at SemEval-2018 Task 2: Mixing Word Embeddings and Bag of Features for Multilingual Emoji Prediction0
Morphological Word Embeddings for Arabic Neural Machine Translation in Low-Resource Settings0
BLCU\_NLP at SemEval-2018 Task 12: An Ensemble Model for Argument Reasoning Based on Hierarchical Attention0
Literal, Metphorical or Both? Detecting Metaphoricity in Isolated Adjective-Noun Phrases0
GHH at SemEval-2018 Task 10: Discovering Discriminative Attributes in Distributional Semantics0
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