Ordo-M: Address-Routed External Memory for Frozen Language Models

Ordo-M is a research project exploring external, address-routed memory for frozen large language models. Instead of modifying model weights, knowledge is stored in a sparse external memory and retrieved during inference through learned semantic addressing. The project investigates whether this approach can enable efficient knowledge updates, reduce interference between stored facts, and improve long-context retrieval while preserving the original capabilities of the base model. Ordo-M focuses on reproducible experiments, transparent evaluation, and practical memory architectures for next-generation language models.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-08-03
DOI
https://doi.org/10.5281/zenodo.21780259
Primary Topic
Topic Modeling
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

Ordo-M: Address-Routed External Memory for Frozen Language Models

Russel Gavery Ruslan Gavrilov
Zenodo (CERN European Organization for Nuclear Research)
Topic Modeling
preprint

Ordo-M: Address-Routed External Memory for Frozen Language Models

Russel Gavery Ruslan Gavrilov
preprint en

Abstract

Ordo-M is a research project exploring external, address-routed memory for frozen large language models. Instead of modifying model weights, knowledge is stored in a sparse external memory and retrieved during inference through learned semantic addressing. The project investigates whether this approach can enable efficient knowledge updates, reduce interference between stored facts, and improve long-context retrieval while preserving the original capabilities of the base model. Ordo-M focuses on reproducible experiments, transparent evaluation, and practical memory architectures for next-generation language models.

Zenodo (CERN European Organization for Nuclear Research)
Quality Education
Topic Modeling
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.