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FineWeb-Edu

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// recent coverage 7 mentions

04:00
2026-07-17
machinebrief.com
artificial-intelligence

Per-Token Fixed-Point Convergence in Depth-Recurrent Transformers

A 135M-class depth-recurrent transformer trained on FineWeb-Edu converges to a per-token fixed point, with mean successive-output KL divergence falling from 3.9e-1 at the second loop to 8.5e-6 by the …

21:58
2026-07-12
github.com
artificial-intelligence

I trained a 113M-parameter earthquake LLM from absolute scratch

A developer trained a 113M-parameter language model for earthquake science from scratch using open-access papers, Wikipedia, and FineWeb-Edu on two NVIDIA A30 GPUs. The model achieved a 35% reduction …

15:50
2026-06-03
research.nvidia.com
machine-learning

Gated DeltaNet-2: Decoupling Erase and Write in Linear Attention

Researchers introduced Gated DeltaNet-2, a linear attention model that decouples the erase and write operations in recurrent state updates using separate channel-wise gates. The model outperforms Mamb…

00:00
2026-05-25
hash.dev
machine-learning

Deriving slugs from embeddings: vec2slug

Researchers at HASH built a 25M-parameter transformer decoder, vec2slug, that generates URL slugs directly from vector embeddings, achieving 14-19x faster and 85x cheaper performance than a Haiku-clas…

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