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Outrageously Small Neural Networks: Emergent Basic Reasoning at 6,616 tok/SEC [pdf]

https://huggingface.co/gdiamos/amx-reasoning-v1-instruct/blob/main/paper.pdf
4•Anon84•45m ago

Comments

gdiamos•41m ago
blog: https://gregdiamos.com/2026/09/07/outrageously-small-neural-...

X discussion: https://x.com/GregoryDiamos/status/2096873745420075020?s=20

I added some of the main points to the thread so they are easier to read.

gdiamos•23m ago
The loss does not saturate. Across a 4.91B-token run, smoothed training loss falls monotonically within each curriculum phase and is still descending at the end
gdiamos•23m ago
Data is doing more of the work than it used to. Every source in our mixture is a curated artifact built with large models

Training a model this small on them is distillation

When models of this size were last studied seriously such corpora did not exist

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Outrageously Small Neural Networks: Emergent Basic Reasoning at 6,616 tok/SEC [pdf]

https://huggingface.co/gdiamos/amx-reasoning-v1-instruct/blob/main/paper.pdf
4•Anon84•45m ago•3 comments

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