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Atome LM: a tiny ternary language model for microcontroller deployment

integration_instructionsResearch softwarekeyboard_double_arrow_right Software 03 Jun 2026Publisher:Zenodo
Authors: Atome LM contributors;
Code repository: https://github.com/TilelliLab/atome-lm/tree/v0.3.0

doi: 10.5281/zenodo.20518645 , 10.5281/zenodo.20642298 , 10.5281/zenodo.21027125 , 10.5281/zenodo.20518644

Atome LM: a tiny ternary language model for microcontroller deployment

Abstract

Initial public release. Routed-ternary tiny language model with bit-exact Python C99 inference engine for microcontroller-class deployment. Apache-2.0. Honest scope: wins at ~60K params (6.31 vs 8.12 ppl, -22%), loses to vanilla FP32 at 944K; MCU parity is QEMU Cortex-M3 only. This release is archived to Zenodo for a citable DOI.

If you use this software, please cite it as below.

Keywords

microcontroller, language model, bitnet, edge-ai, ternary, tinyml

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    popularity
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    influence
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average