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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 11011150 of 4002 papers

TitleStatusHype
Better Summarization Evaluation with Word Embeddings for ROUGECode0
Fair is Better than Sensational:Man is to Doctor as Woman is to DoctorCode0
Detecting Unassimilated Borrowings in Spanish: An Annotated Corpus and Approaches to ModelingCode0
Better Word Embeddings by Disentangling Contextual n-Gram InformationCode0
A Comprehensive Comparison of Word Embeddings in Event & Entity Coreference Resolution.Code0
Few-shot Learning for Named Entity Recognition in Medical TextCode0
Do Acoustic Word Embeddings Capture Phonological Similarity? An Empirical StudyCode0
Distilling Word Meaning in Context from Pre-trained Language ModelsCode0
Fine-tuning Tree-LSTM for phrase-level sentiment classification on a Polish dependency treebank. Submission to PolEval task 2Code0
Finnish resources for evaluating language model semanticsCode0
Do CoNLL-2003 Named Entity Taggers Still Work Well in 2023?Code0
Frame- and Entity-Based Knowledge for Common-Sense Argumentative ReasoningCode0
Beyond Film Subtitles: Is YouTube the Best Approximation of Spoken Vocabulary?Code0
FreSaDa: A French Satire Data Set for Cross-Domain Satire DetectionCode0
From Paraphrase Database to Compositional Paraphrase Model and BackCode0
From Small to Large Language Models: Revisiting the Federalist PapersCode0
An Empirical Study on Leveraging Position Embeddings for Target-oriented Opinion Words ExtractionCode0
From the Paft to the Fiiture: a Fully Automatic NMT and Word Embeddings Method for OCR Post-CorrectionCode0
Distilling Semantic Concept Embeddings from Contrastively Fine-Tuned Language ModelsCode0
Generating Timelines by Modeling Semantic ChangeCode0
Beyond Shared Vocabulary: Increasing Representational Word Similarities across Languages for Multilingual Machine TranslationCode0
Diachronic Word Embeddings Reveal Statistical Laws of Semantic ChangeCode0
Diagnosing BERT with Retrieval HeuristicsCode0
DialectGram: Detecting Dialectal Variation at Multiple Geographic ResolutionsCode0
Document Embedding with Paragraph VectorsCode0
Do Word Embeddings Capture Spelling Variation?Code0
DiaLex: A Benchmark for Evaluating Multidialectal Arabic Word EmbeddingsCode0
A General Framework for Implicit and Explicit Debiasing of Distributional Word Vector SpacesCode0
Generating Sense Embeddings for Syntactic and Semantic Analogy for PortugueseCode0
Generating Text through Adversarial Training using Skip-Thought VectorsCode0
Axis Tour: Word Tour Determines the Order of Axes in ICA-transformed EmbeddingsCode0
Generative Question Refinement with Deep Reinforcement Learning in Retrieval-based QA SystemCode0
Geometry of CompositionalityCode0
Dict2vec : Learning Word Embeddings using Lexical DictionariesCode0
Dictionary-based Debiasing of Pre-trained Word EmbeddingsCode0
Deep learning for language understanding of mental health concepts derived from Cognitive Behavioural TherapyCode0
Discovering emergent connections in quantum physics research via dynamic word embeddingsCode0
Deep Learning for Hate Speech Detection in TweetsCode0
Discovering and Interpreting Biased Concepts in Online CommunitiesCode0
Discriminating between Lexico-Semantic Relations with the Specialization Tensor ModelCode0
Deep Image-to-Recipe TranslationCode0
Incorporating Syntactic and Semantic Information in Word Embeddings using Graph Convolutional NetworksCode0
Discourse Relation Embeddings: Representing the Relations between Discourse Segments in Social MediaCode0
Global Textual Relation Embedding for Relational UnderstandingCode0
DeepHateExplainer: Explainable Hate Speech Detection in Under-resourced Bengali LanguageCode0
Harnessing Cross-lingual Features to Improve Cognate Detection for Low-resource LanguagesCode0
DisCoDisCo at the DISRPT2021 Shared Task: A System for Discourse Segmentation, Classification, and Connective DetectionCode0
Disentangling dialects: a neural approach to Indo-Aryan historical phonology and subgroupingCode0
Hindi/Bengali Sentiment Analysis Using Transfer Learning and Joint Dual Input Learning with Self AttentionCode0
Eliciting Explicit Knowledge From Domain Experts in Direct Intrinsic Evaluation of Word Embeddings for Specialized DomainsCode0
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