rmt-llm-research — Random Matrix Theory meets Large Language Models: spectral analysis of activations and the mathematical inevitability of hallucinations (v1.3.0)

Iskhak Hamzatovich Isaev

doi:10.5281/zenodo.21843292

August 7, 2026Open Access

rmt-llm-research — Random Matrix Theory meets Large Language Models: spectral analysis of activations and the mathematical inevitability of hallucinations (v1.3.0)

View Full Paper

Ask AI

Bookmark

Share

Key Points

The main aim is to explore the intersections between random matrix theory and large language models, particularly how these concepts relate to the phenomenon of hallucinations in AI.
Development of a research repository for documentation and analysis.
Integration of algorithms from random matrix theory to analyze activations in language models.
Establishment of a mathematical framework for understanding hallucinations in large language models.
Identification of specific spectral properties that may lead to hallucinations.

Implication

Research repository explores spectral analysis of activations in large language models, indicating potential for understanding hallucinations.

Abstract

A research repository by Iskhak Hamzatovich Isaev. Release: v1.3.0. Source archive uploaded for permanent citable DOI. GitHub: https://github.com/wild8highlander/rmt-llm-research

Discussion

No takes yet. Share an insight, caveat, or question.

Cite This Study

Iskhak Hamzatovich Isaev (2026) studied this question.

synapsesocial.com/papers/6a782d5f2e1896536c840627 https://doi.org/10.5281/zenodo.21843292

View Full Paper

Ask AI

Bookmark

Share

rmt-llm-research — Random Matrix Theory meets Large Language Models: spectral analysis of activations and the mathematical inevitability of hallucinations (v1.3.0)

Key Points

Implication

Abstract

Discussion

Cite This Study

rmt-llm-research — Random Matrix Theory meets Large Language Models: spectral analysis of activations and the mathematical inevitability of hallucinations (v1.3.0)

Key Points

Implication

Abstract

Discussion

Cite This Study

Keep reading

More related papers

Keep reading

More related papers