Cover Image

Contextual Subspace Manifold Projection for Structural Refinement of Large Language Model Representations

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wren, Alistair, Loxley, Beatrice, Cadwallader, Hamish, Beckwith, Simon, Pargeter, Fabian, Blades, James
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Contextually Structured Token Dependency Encoding for Large Language Models
by: Blades, James, et al.
Published: (2025)

Probabilistic Subspace Manifolds for Contextual Inference in Large Language Models
by: Nightingale, Christopher, et al.
Published: (2025)

Latent Lexical Projection in Large Language Models: A Novel Approach to Implicit Representation Refinement
by: Shaker, Ziad, et al.
Published: (2025)

Hierarchical Contextual Manifold Alignment for Structuring Latent Representations in Large Language Models
by: Dong, Meiquan, et al.
Published: (2025)

Contextual Morphogenesis in Large Language Models: A Novel Approach to Self-Organizing Token Representations
by: Dombrowski, Alistair, et al.
Published: (2025)

Structural Embedding Projection for Contextual Large Language Model Inference
by: Enoasmo, Vincent, et al.
Published: (2025)

Hierarchical Lexical Manifold Projection in Large Language Models: A Novel Mechanism for Multi-Scale Semantic Representation
by: Martus, Natasha, et al.
Published: (2025)

Exploring Contextual Flux in Large Language Models: A Novel Approach to Self-Modulating Semantic Networks
by: Evidail, Henry, et al.
Published: (2025)

Lexical Manifold Reconfiguration in Large Language Models: A Novel Architectural Approach for Contextual Modulation
by: Vassilis, Koinis, et al.
Published: (2025)

Contextual Compression Encoding for Large Language Models: A Novel Framework for Multi-Layered Parameter Space Pruning
by: Schmitt, Barnaby, et al.
Published: (2025)

Compositional Subspace Representation Fine-tuning for Adaptive Large Language Models
by: Zhou, Andy
Published: (2025)

Contextual Refinement of Translations: Large Language Models for Sentence and Document-Level Post-Editing
by: Koneru, Sai, et al.
Published: (2023)

The Confidence Manifold: Geometric Structure of Correctness Representations in Language Models
by: Cho, Seonglae, et al.
Published: (2026)

TESS 2: A Large-Scale Generalist Diffusion Language Model
by: Tae, Jaesung, et al.
Published: (2025)

Autonomous Structural Memory Manipulation for Large Language Models Using Hierarchical Embedding Augmentation
by: Yotheringhay, Derek, et al.
Published: (2025)

Large Language Models can Contrastively Refine their Generation for Better Sentence Representation Learning
by: Wang, Huiming, et al.
Published: (2023)

Structural Perturbation in Large Language Model Representations through Recursive Symbolic Regeneration
by: Eaglewood, Kathlyn, et al.
Published: (2025)

Contextual Memory Reweaving in Large Language Models Using Layered Latent State Reconstruction
by: Dillon, Frederick, et al.
Published: (2025)

Gradient-Regularized Latent Space Modulation in Large Language Models for Structured Contextual Synthesis
by: Yotheringhay, Derek, et al.
Published: (2025)

Contextual Label Projection for Cross-Lingual Structured Prediction
by: Parekh, Tanmay, et al.
Published: (2023)

Identity-Aware Large Language Models require Cultural Reasoning
by: Plum, Alistair, et al.
Published: (2025)

SR-LLM: Rethinking the Structured Representation in Large Language Model
by: Zhang, Jiahuan, et al.
Published: (2025)

In-Contextual Gender Bias Suppression for Large Language Models
by: Oba, Daisuke, et al.
Published: (2023)

Infusing Knowledge into Large Language Models with Contextual Prompts
by: Vasisht, Kinshuk, et al.
Published: (2024)

Latent Convergence Modulation in Large Language Models: A Novel Approach to Iterative Contextual Realignment
by: Porretta, Patricia, et al.
Published: (2025)

Beyond Language: Format-Agnostic Reasoning Subspaces in Large Language Models
by: Yuan, Aojie, et al.
Published: (2026)

Evaluating and Adapting Large Language Models to Represent Folktales in Low-Resource Languages
by: Meaney, JA, et al.
Published: (2024)

Prism-$Δ$: Differential Subspace Steering for Prompt Highlighting in Large Language Models
by: Ge, Yuyao, et al.
Published: (2026)

Do LLMs Know What Is Private Internally? Probing and Steering Contextual Privacy Norms in Large Language Model Representations
by: Wang, Haoran, et al.
Published: (2026)

Structured Memory Mechanisms for Stable Context Representation in Large Language Models
by: Xing, Yue, et al.
Published: (2025)

Speech Translation Refinement using Large Language Models
by: Dou, Huaixia, et al.
Published: (2025)

Quantum-Like Contextuality in Large Language Models
by: Lo, Kin Ian, et al.
Published: (2024)

Racing Thoughts: Explaining Contextualization Errors in Large Language Models
by: Lepori, Michael A., et al.
Published: (2024)

The Shape of Beliefs: Geometry, Dynamics, and Interventions along Representation Manifolds of Language Models' Posteriors
by: Sarfati, Raphaël, et al.
Published: (2026)

Discovering Low-rank Subspaces for Language-agnostic Multilingual Representations
by: Xie, Zhihui, et al.
Published: (2024)

Learning to Reduce: Optimal Representations of Structured Data in Prompting Large Language Models
by: Lee, Younghun, et al.
Published: (2024)

Iterative Translation Refinement with Large Language Models
by: Chen, Pinzhen, et al.
Published: (2023)

Refining Answer Distributions for Improved Large Language Model Reasoning
by: Pal, Soumyasundar, et al.
Published: (2024)

Structured Knowledge Representation through Contextual Pages for Retrieval-Augmented Generation
by: Li, Xinze, et al.
Published: (2026)

Multilingual Contextualization of Large Language Models for Document-Level Machine Translation
by: Ramos, Miguel Moura, et al.
Published: (2025)