hierarchical-recurrent

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@vintcessun: Pretraining can be this cost-effective? Train a usable 1B base model from scratch for ~$1000, slashing compute and data by hundreds of times. The key isn't brute-force compute, but hierarchical recursive architecture plus latent space reasoning, combined with PrefixLM packing and FA3 to maximize efficiency. Sounds insane, but the paper and code are open-sourced.

X AI KOLs Timeline · 15h ago Cached

HRM-Text released a 1B-parameter base model, claiming it can be pretrained from scratch for only ~$1000, reducing compute and data volume by hundreds of times. It employs efficient techniques such as hierarchical recursive architecture, latent space reasoning, and PrefixLM packing. The paper and code are open-sourced.

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#hierarchical-recurrent

HRM-Text: Trained on only 1k$ and 40b tokens with brain inspired hierarchical latent architecture

Reddit r/singularity · 2026-05-19 Cached

HRM-Text is a 1B parameter text generation model that uses a brain-inspired hierarchical recurrent architecture to achieve efficient pretraining with only 40B tokens and ~$1000, enabling accessible foundation model training with dramatically reduced compute and data requirements.

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