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ucr-max

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UniversalComputingResearch/Atom2.7m:Kudos on Atom 2.7M

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openbmb/MiniCPM5-1B

Text Generation • 1B • Updated May 26 • 369k • 922

New activity in UniversalComputingResearch/Atom2.7m 4 days ago

Kudos on Atom 2.7M

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#1 opened 4 days ago by

Mmorgan-ML

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Universal Computing Research

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replied to their post 5 days ago

Feedback is welcome, especially on useful ablations: digit reversal, place_ids, role_ids, or whether auxiliary features should extend beyond arithmetic spans into ordinary text.

posted an update 5 days ago

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Published under Universal Computing Research: Atom2.7m, a 2.74M-parameter causal LM experiment with arithmetic-aware numeric representation.

It keeps regular BPE-style text continuation, while adding structure for numeric spans: digit ordering, place_ids, and role_ids.

Atom2.7m reaches 69.24% accuracy on ArithMark2.0.

The question behind the project is narrow: how much of small-model arithmetic performance depends on representation, rather than scale alone?

Model: UniversalComputingResearch/Atom2.7m
Article: https://huggingface.co/blog/ucr-max/atom2-7m-arithmetic-representation
Demo: UniversalComputingResearch/Atom2.7-Demo