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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 3251–3300 of 4002 papers

TitleStatusHype
Bidirectional Recurrent Convolutional Neural Network for Relation Classification—0
Bidirectional Retrieval Made Simple—0
Evaluating Contextualized Representations of (Spanish) Ambiguous Words: A New Lexical Resource and Empirical Analysis—0
Big Data Small Data, In Domain Out-of Domain, Known Word Unknown Word: The Impact of Word Representations on Sequence Labelling Tasks—0
Big Data Small Data, In Domain Out-of Domain, Known Word Unknown Word: The Impact of Word Representation on Sequence Labelling Tasks—0
Bilexical Embeddings for Quality Estimation—0
Bilingual Autoencoders with Global Descriptors for Modeling Parallel Sentences—0
Bilingual Correspondence Recursive Autoencoder for Statistical Machine Translation—0
Bilingual Distributed Word Representations from Document-Aligned Comparable Data—0
Bilingual Embeddings and Word Alignments for Translation Quality Estimation—0
Bilingual Embeddings with Random Walks over Multilingual Wordnets—0
Bilingual Lexicon Induction across Orthographically-distinct Under-Resourced Dravidian Languages—0
Bilingual Lexicon Induction by Learning to Combine Word-Level and Character-Level Representations—0
Bilingually-constrained Phrase Embeddings for Machine Translation—0
Bilingual Terminology Extraction Using Neural Word Embeddings on Comparable Corpora—0
Bilingual Topic Models for Comparable Corpora—0
Bilingual Word Embeddings for Bilingual Terminology Extraction from Specialized Comparable Corpora—0
Bilingual Word Embeddings for Phrase-Based Machine Translation—0
Bilingual Word Embeddings from Non-Parallel Document-Aligned Data Applied to Bilingual Lexicon Induction—0
Bilingual Word Embeddings from Parallel and Non-parallel Corpora for Cross-Language Text Classification—0
Bilingual Word Embeddings with Bucketed CNN for Parallel Sentence Extraction—0
Bi-LSTM Neural Networks for Chinese Grammatical Error Diagnosis—0
Binary and Multitask Classification Model for Dutch Anaphora Resolution: Die/Dat Prediction—0
Binary Encoded Word Mover’s Distance—0
Bingo at IJCNLP-2017 Task 4: Augmenting Data using Machine Translation for Cross-linguistic Customer Feedback Classification—0
BioAMA: Towards an End to End BioMedical Question Answering System—0
Bio-inspired Structure Identification in Language Embeddings—0
Biomedical Event Extraction Using Convolutional Neural Networks and Dependency Parsing—0
Biomedical Question Answering via Weighted Neural Network Passage Retrieval—0
BioReddit: Word Embeddings for User-Generated Biomedical NLP—0
BIT at SemEval-2016 Task 1: Sentence Similarity Based on Alignments and Vector with the Weight of Information Content—0
Bit Cipher -- A Simple yet Powerful Word Representation System that Integrates Efficiently with Language Models—0
BLCU\_NLP at SemEval-2018 Task 12: An Ensemble Model for Argument Reasoning Based on Hierarchical Attention—0
Blind signal decomposition of various word embeddings based on join and individual variance explained—0
Blinov: Distributed Representations of Words for Aspect-Based Sentiment Analysis at SemEval 2014—0
BLISS in Non-Isometric Embedding Spaces—0
Boosting Named Entity Recognition with Neural Character Embeddings—0
Bootstrap Domain-Specific Sentiment Classifiers from Unlabeled Corpora—0
Bootstrapping Multilingual AMR with Contextual Word Alignments—0
Bootstrapping NLU Models with Multi-task Learning—0
Bootstrapping Polar-Opposite Emotion Dimensions from Online Reviews—0
Borrow a Little from your Rich Cousin: Using Embeddings and Polarities of English Words for Multilingual Sentiment Classification—0
bot.zen @ EmpiriST 2015 - A minimally-deep learning PoS-tagger (trained for German CMC and Web data)—0
BOUN-ISIK Participation: An Unsupervised Approach for the Named Entity Normalization and Relation Extraction of Bacteria Biotopes—0
Brazilian Lyrics-Based Music Genre Classification Using a BLSTM Network—0
Breaking Down Word Semantics from Pre-trained Language Models through Layer-wise Dimension Selection—0
Bridging the Defined and the Defining: Exploiting Implicit Lexical Semantic Relations in Definition Modeling—0
Bridging the Gap: Incorporating a Semantic Similarity Measure for Effectively Mapping PubMed Queries to Documents—0
Bridging the Modality Gap: Enhancing Channel Prediction with Semantically Aligned LLMs and Knowledge Distillation—0
Bringing Order to Neural Word Embeddings with Embeddings Augmented by Random Permutations (EARP)—0
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