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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 3101–3150 of 4002 papers

TitleStatusHype
Cross-domain Semantic Parsing via ParaphrasingCode0
Stress Test Evaluation of Biomedical Word EmbeddingsCode0
Improving Named Entity Recognition by Jointly Learning to Disambiguate Morphological TagsCode0
Cross-Language Transfer of High-Quality Annotations: Combining Neural Machine Translation with Cross-Linguistic Span Alignment to Apply NER to Clinical Texts in a Low-Resource LanguageCode0
Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency ParsingCode0
Reliability-aware Dynamic Feature Composition for Name TaggingCode0
Cross-lingual Annotation Projection in Legal TextsCode0
Cross-lingual Argumentation Mining: Machine Translation (and a bit of Projection) is All You Need!Code0
Cross-Lingual BERT Transformation for Zero-Shot Dependency ParsingCode0
Detecting Local Insights from Global Labels: Supervised & Zero-Shot Sequence Labeling via a Convolutional DecompositionCode0
Multilingual Multi-class Sentiment Classification Using Convolutional Neural NetworksCode0
RelWalk A Latent Variable Model Approach to Knowledge Graph EmbeddingCode0
Automated Detection of Non-Relevant Posts on the Russian Imageboard "2ch": Importance of the Choice of Word RepresentationsCode0
Cross-lingual Dependency Parsing with Unlabeled Auxiliary LanguagesCode0
Multilingual Offensive Language Identification with Cross-lingual EmbeddingsCode0
Strong and weak alignment of large language models with human valuesCode0
Improving Relation Extraction through Syntax-induced Pre-training with Dependency MaskingCode0
Improving the Accuracy of Pre-trained Word Embeddings for Sentiment AnalysisCode0
Cross-lingual Lexical Sememe PredictionCode0
Improving the Diversity of Unsupervised Paraphrasing with Embedding OutputsCode0
Cross-lingual Models of Word Embeddings: An Empirical ComparisonCode0
A Resource-Light Method for Cross-Lingual Semantic Textual SimilarityCode0
Multilingual Relation Extraction using Compositional Universal SchemaCode0
Structured Embedding Models for Grouped DataCode0
Contributions to Clinical Named Entity Recognition in PortugueseCode0
Multilingual Semantic Parsing And Code-SwitchingCode0
Representation Degeneration Problem in Training Natural Language Generation ModelsCode0
word2ket: Space-efficient Word Embeddings inspired by Quantum EntanglementCode0
Representation learning for very short texts using weighted word embedding aggregationCode0
Breaking Free Transformer Models: Task-specific Context Attribution Promises Improved Generalizability Without Fine-tuning Pre-trained LLMsCode0
Contrastive Loss is All You Need to Recover Analogies as Parallel LinesCode0
Contrastive Learning in Distilled ModelsCode0
Multilingual transfer of acoustic word embeddings improves when training on languages related to the target zero-resource languageCode0
BPEmb: Tokenization-free Pre-trained Subword Embeddings in 275 LanguagesCode0
Boosting Zero-shot Cross-lingual Retrieval by Training on Artificially Code-Switched DataCode0
Representation of linguistic form and function in recurrent neural networksCode0
Cross-Lingual Word Embeddings for Turkic LanguagesCode0
BL.Research at SemEval-2022 Task 1: Deep networks for Reverse Dictionary using embeddings and LSTM autoencodersCode0
BLCU-ICALL at SemEval-2022 Task 1: Cross-Attention Multitasking Framework for Definition ModelingCode0
An Analysis of Euclidean vs. Graph-Based Framing for Bilingual Lexicon Induction from Word Embedding SpacesCode0
Cross-Lingual Word Representations via Spectral Graph EmbeddingsCode0
Unsupervised Cross-lingual Transfer of Word Embedding SpacesCode0
Crossmodal ASR Error Correction with Discrete Speech UnitsCode0
Representing Mixtures of Word Embeddings with Mixtures of Topic EmbeddingsCode0
Wasserstein Barycenter Model EnsemblingCode0
CS-Embed at SemEval-2020 Task 9: The effectiveness of code-switched word embeddings for sentiment analysisCode0
Auto-Encoding Dictionary Definitions into Consistent Word EmbeddingsCode0
Incorporating Latent Meanings of Morphological Compositions to Enhance Word EmbeddingsCode0
Contextual String Embeddings for Sequence LabelingCode0
Reproducing and learning new algebraic operations on word embeddings using genetic programmingCode0
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