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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 27012750 of 4002 papers

TitleStatusHype
NEUROSENT-PDI at SemEval-2018 Task 1: Leveraging a Multi-Domain Sentiment Model for Inferring Polarity in Micro-blog Text0
T\"ubingen-Oslo at SemEval-2018 Task 2: SVMs perform better than RNNs in Emoji Prediction0
TAJJEB at SemEval-2018 Task 2: Traditional Approaches Just Do the Job with Emoji Prediction0
TakeLab at SemEval-2018 Task12: Argument Reasoning Comprehension with Skip-Thought Vectors0
Addressing Low-Resource Scenarios with Character-aware Embeddings0
Talla at SemEval-2018 Task 7: Hybrid Loss Optimization for Relation Classification using Convolutional Neural Networks0
Key2Vec: Automatic Ranked Keyphrase Extraction from Scientific Articles using Phrase Embeddings0
Evaluating bilingual word embeddings on the long tailCode0
Detecting Figurative Word Occurrences Using Recurrent Neural Networks0
Conditional Random Fields for Metaphor Detection0
Solving Data Sparsity for Aspect Based Sentiment Analysis Using Cross-Linguality and Multi-Linguality0
UMD at SemEval-2018 Task 10: Can Word Embeddings Capture Discriminative Attributes?0
UMDuluth-CS8761 at SemEval-2018 Task9: Hypernym Discovery using Hearst Patterns, Co-occurrence frequencies and Word Embeddings0
Computationally Constructed Concepts: A Machine Learning Approach to Metaphor Interpretation Using Usage-Based Construction Grammatical Cues0
Predicting Word Embeddings Variability0
UNAM at SemEval-2018 Task 10: Unsupervised Semantic Discriminative Attribute Identification in Neural Word Embedding Cones0
Fusing Document, Collection and Label Graph-based Representations with Word Embeddings for Text ClassificationCode0
300-sparsans at SemEval-2018 Task 9: Hypernymy as interaction of sparse attributes0
UNBNLP at SemEval-2018 Task 10: Evaluating unsupervised approaches to capturing discriminative attributes0
Pruning Basic Elements for Better Automatic Evaluation of Summaries0
Meaning\_space at SemEval-2018 Task 10: Combining explicitly encoded knowledge with information extracted from word embeddings0
DL Team at SemEval-2018 Task 1: Tweet Affect Detection using Sentiment Lexicons and Embeddings0
Discriminating between Lexico-Semantic Relations with the Specialization Tensor ModelCode0
Phrase-Level Metaphor Identification Using Distributed Representations of Word Meaning0
ADAPT at SemEval-2018 Task 9: Skip-Gram Word Embeddings for Unsupervised Hypernym Discovery in Specialised Corpora0
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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