Methods › Natural Language Processing › Static Word Embeddings › GloVe
GloVe Embeddings
GloVe
Introduced by Jeffrey Pennington et al. in GloVe: Global Vectors for Word Representation
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
GloVe Embeddings are a type of word embedding that encode the co-occurrence probability ratio between two words as vector differences. GloVe uses a weighted least squares objective J that minimizes the difference between the dot product of the vectors of two words and the logarithm of their number of co-occurrences:
J=∑_(i, j=1)ⱽf(𝑋_(i j))(wᵀᵢw̃ⱼ + bᵢ + b̃ⱼ - log𝑋ᵢⱼ)²
where wᵢ and bᵢ are the word vector and bias respectively of word i, w̃ⱼ and bⱼ are the context word vector and bias respectively of word j, Xᵢⱼ is the number of times word i occurs in the context of word j, and f is a weighting function that assigns lower weights to rare and frequent co-occurrences.
Papers archive 2025-07-28
30 shown of 357, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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CoVE: Compressed Vocabulary Expansion Makes Better LLM-based Recommender Systems 24 Jun 2025 · 1 repository · arXiv:2506.19993Syntology ran 0 of 4 samples · 4 unverified · 4 pointer-only (licence)
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Diver-Robot Communication Dataset for Underwater Hand Gesture Recognition 10 Jun 2025 · 0 repositories · arXiv:2506.08974
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Gender Inequality in English Textbooks Around the World: an NLP Approach 3 Jun 2025 · 0 repositories · arXiv:2506.02425
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Feel the Force: Contact-Driven Learning from Humans 2 Jun 2025 · 0 repositories · arXiv:2506.01944
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On the Emergence of Linear Analogies in Word Embeddings 24 May 2025 · 0 repositories · arXiv:2505.18651
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Omni TM-AE: A Scalable and Interpretable Embedding Model Using the Full Tsetlin Machine State Space 22 May 2025 · 0 repositories · arXiv:2505.16386
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Imitation Learning for Adaptive Control of a Virtual Soft Exoglove 14 May 2025 · 0 repositories · arXiv:2505.09099
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Graph Neural Network Aided Deep Reinforcement Learning for Resource Allocation in Dynamic Terahertz UAV Networks 8 May 2025 · 0 repositories · arXiv:2505.04981
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A Method for Handling Negative Similarities in Explainable Graph Spectral Clustering of Text Documents -- Extended Version 16 Apr 2025 · 0 repositories · arXiv:2504.12360
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Geological Inference from Textual Data using Word Embeddings 10 Apr 2025 · 1 repository · arXiv:2504.07490
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Text classification using machine learning methods 27 Feb 2025 · 0 repositories · arXiv:2502.19801
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Revisiting Word Embeddings in the LLM Era 26 Feb 2025 · 0 repositories · arXiv:2502.19607
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Exploring RWKV for Sentence Embeddings: Layer-wise Analysis and Baseline Comparison for Semantic Similarity 20 Feb 2025 · 1 repository · arXiv:2502.14620
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Breast Lump Detection and Localization with a Tactile Glove Using Deep Learning 15 Feb 2025 · 0 repositories · arXiv:2502.15767
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COVE: COntext and VEracity prediction for out-of-context images 3 Feb 2025 · 2 repositories · arXiv:2502.01194Syntology ran 1 of 1 samples · 0 unverified
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RoHan: Robust Hand Detection in Operation Room 14 Jan 2025 · 1 repository · arXiv:2501.08115
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Text Classification: Neural Networks VS Machine Learning Models VS Pre-trained Models 30 Dec 2024 · 0 repositories · arXiv:2412.21022
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On the Role of Surrogates in Conformal Inference of Individual Causal Effects 16 Dec 2024 · 1 repository · arXiv:2412.12365
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Measuring similarity between embedding spaces using induced neighborhood graphs 13 Nov 2024 · 0 repositories · arXiv:2411.08687
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From Word Vectors to Multimodal Embeddings: Techniques, Applications, and Future Directions For Large Language Models 6 Nov 2024 · 0 repositories · arXiv:2411.05036
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NLP and Education: using semantic similarity to evaluate filled gaps in a large-scale Cloze test in the classroom 2 Nov 2024 · 0 repositories · arXiv:2411.01280
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Generic Embedding-Based Lexicons for Transparent and Reproducible Text Scoring 1 Nov 2024 · 0 repositories · arXiv:2411.00964
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GrEmLIn: A Repository of Green Baseline Embeddings for 87 Low-Resource Languages Injected with Multilingual Graph Knowledge 26 Sep 2024 · 1 repository · arXiv:2409.18193
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An Evaluation of Sindhi Word Embedding in Semantic Analogies and Downstream Tasks 28 Aug 2024 · 0 repositories · arXiv:2408.15720
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AI-Powered Camera and Sensors for the Rehabilitation Hand Exoskeleton 9 Aug 2024 · 0 repositories · arXiv:2408.15248
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The Literature Review Network: An Explainable Artificial Intelligence for Systematic Literature Reviews, Meta-analyses, and Method Development 5 Aug 2024 · 0 repositories · arXiv:2408.05239
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Representation Bias of Adolescents in AI: A Bilingual, Bicultural Study 4 Aug 2024 · 1 repository · arXiv:2408.01961
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Banyan: Improved Representation Learning with Explicit Structure 25 Jul 2024 · 0 repositories · arXiv:2407.17771
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The Collection of a Human Robot Collaboration Dataset for Cooperative Assembly in Glovebox Environments 19 Jul 2024 · 1 repository · arXiv:2407.14649
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On Initializing Transformers with Pre-trained Embeddings 17 Jul 2024 · 0 repositories · arXiv:2407.12514
Tasks archive 2025-07-28
20 shown of 245 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections