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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 251–300 of 4002 papers

TitleStatusHype
A Process for Topic Modelling Via Word Embeddings—0
Detecting Unseen Multiword Expressions in American Sign Language—0
A Neighbourhood-Aware Differential Privacy Mechanism for Static Word EmbeddingsCode0
Exploring Embeddings for Measuring Text Relatedness: Unveiling Sentiments and Relationships in Online Comments—0
Leveraging Pretrained Image-text Models for Improving Audio-Visual Learning—0
Neural approaches to spoken content embedding—0
Learnt Contrastive Concept Embeddings for Sign Recognition—0
A Preliminary Study on a Conceptual Game Feature Generation and Recommendation System—0
Lightweight Adaptation of Neural Language Models via Subspace EmbeddingCode0
Gloss Alignment Using Word Embeddings—0
Vocab-Expander: A System for Creating Domain-Specific Vocabularies Based on Word Embeddings—0
3D-EX : A Unified Dataset of Definitions and Dictionary ExamplesCode0
Circumventing Concept Erasure Methods For Text-to-Image Generative ModelsCode1
Beyond One-Hot-Encoding: Injecting Semantics to Drive Image ClassifiersCode0
Lessons in Reproducibility: Insights from NLP Studies in Materials Science—0
The flow of ideas in word embeddings—0
Towards Resolving Word Ambiguity with Word Embeddings—0
The Looming Threat of Fake and LLM-generated LinkedIn Profiles: Challenges and Opportunities for Detection and PreventionCode1
Self-Supervised Acoustic Word Embedding Learning via Correspondence Transformer Encoder—0
A Topical Approach to Capturing Customer Insight In Social Media—0
Convolutional Neural Networks for Sentiment Analysis on Weibo Data: A Natural Language Processing Approach—0
Bidirectional Attention as a Mixture of Continuous Word ExpertsCode0
Evaluating Biased Attitude Associations of Language Models in an Intersectional ContextCode0
Undecimated Wavelet Transform for Word Embedded Semantic Marginal Autoencoder in Security improvement and Denoising different Languages—0
Leveraging multilingual transfer for unsupervised semantic acoustic word embeddings—0
Racial Bias Trends in the Text of US Legal Opinions—0
Conceptual Cognitive Maps Formation with Neural Successor Networks and Word Embeddings—0
Social World Knowledge: Modeling and Applications—0
Interpretable Neural Embeddings with Sparse Self-Representation—0
Constructing Colloquial Dataset for Persian Sentiment Analysis of Social MicroblogsCode0
Semi-automated extraction of research topics and trends from NCI funding in radiological sciences from 2000-2020—0
Meta-Personalizing Vision-Language Models to Find Named Instances in VideoCode1
A Bayesian approach to uncertainty in word embedding bias estimation—0
Contrastive Loss is All You Need to Recover Analogies as Parallel LinesCode0
Does mBERT understand Romansh? Evaluating word embeddings using word alignmentCode0
"Definition Modeling: To model definitions." Generating Definitions With Little to No Semantics—0
Curatr: A Platform for Semantic Analysis and Curation of Historical Literary Texts—0
Enhancing Topic Extraction in Recommender Systems with Entropy Regularization—0
Towards Fair and Explainable AI using a Human-Centered AI ApproachCode1
Izindaba-Tindzaba: Machine learning news categorisation for Long and Short Text for isiZulu and SiswatiCode0
Alzheimer Disease Classification through ASR-based Transcriptions: Exploring the Impact of Punctuation and Pauses—0
Leverage Points in Modality Shifts: Comparing Language-only and Multimodal Word RepresentationsCode0
Acoustic Word Embeddings for Untranscribed Target Languages with Continued Pretraining and Learned Pooling—0
Word Embeddings for Banking Industry—0
Towards hate speech detection in low-resource languages: Comparing ASR to acoustic word embeddings on Wolof and Swahili—0
Research on Multilingual News Clustering Based on Cross-Language Word Embeddings—0
Knowledge Graph-Augmented Language Models for Knowledge-Grounded Dialogue Generation—0
A Method for Studying Semantic Construal in Grammatical Constructions with Interpretable Contextual Embedding SpacesCode0
Backpack Language ModelsCode1
Not wacky vs. definitely wacky: A study of scalar adverbs in pretrained language models—0
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