sapientinc/HRM
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Hierarchical Reasoning Model Official Release
17 mentions on Hacker News by 13 people: 4 stories, 13 comments · first 2025-07-22 · latest 2025-08-14
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…for reasoning based on cognitive science. https://arxiv.org/abs/2506.21734 (there is also code here https://github.com/sapientinc/HRM ) I think we will see dramatic performance increases on "reasoning" problems when this is worked into…
comment by mucho_mojo · 2025-08-14 · in Is chain-of-thought AI reasoning a mirage? -
…reproduced and there's at least some debate about validation data leaking into the training set: https://github.com/sapientinc/HRM/issues/18 I'm eagerly awaiting reproduction. I hope the results hold up and someone finds a way to bolt…
comment by ed · 2025-08-05 · in The Loop Is Back: Why HRM Is the Most Exciting AI Architecture in Years -
…about a million of them with permutations: https://news.ycombinator.com/item?id=44701264 (see also https://github.com/sapientinc/HRM/blob/main/dataset/build_su... And they seem to have deleted the Sudoku training data! Or maybe they made…
comment by AIPedant · 2025-07-30 · in Hierarchical Reasoning Model – 1k training samples SoTA reasoning v/s CoT -
Source code available at https://github.com/sapientinc/HRM
comment by axi0m · 2025-07-29 · in Sapient Hierarchical Reasoning Model -
…with it. In my experience, when authors publish working code, it's usually a good sign. --- [a] https://github.com/sapientinc/HRM
comment by cs702 · 2025-07-28 · in Hierarchical Reasoning Model -
sapientinc/HRM: Hierarchical Reasoning Model: https://github.com/sapientinc/HRM : > [...] Inspired by the hierarchical and multi-timescale processing in the human brain, we propose the Hierarchical Reasoning Model (HRM), a novel recurrent…
comment by westurner · 2025-07-27 · in New AI architecture delivers 100x faster reasoning with just 1,000 examples -
…going on there. For the Sudoku and ARC data sets, they augment every example by a factor of 1,000. https://github.com/sapientinc/HRM/blob/main/dataset/build_ar...
comment by smokel · 2025-07-27 · in Hierarchical Reasoning Model -
The authors' code is at https://github.com/sapientinc/HRM . In fields like AI/ML, I'll take a preprint with working code over peer-reviewed work without any code, always , even when the preprint isn't well edited. Everyone everywhere can…
comment by cs702 · 2025-07-27 · in Hierarchical Reasoning Model -
Yeah, that was pretty much my reaction. I will need time on a computer too. The repo is at https://github.com/sapientinc/HRM . I love it when authors publish working code . It's usually a good sign. If the code does what the authors claim,…
comment by cs702 · 2025-07-27 · in Hierarchical Reasoning Model -
…learn the strategy, not the rules. Off to their GitHub repository [1] to see this for myself. [1] https://github.com/sapientinc/HRM
comment by smokel · 2025-07-27 · in Hierarchical Reasoning Model -
…They provide trained checkpoints on their GitHub. Repeating their results would be a good start. https://github.com/sapientinc/HRM
comment by JonathanRaines · 2025-07-27 · in Hierarchical Reasoning Model -
24 hours on a 4070. Seems quite doable. https://github.com/sapientinc/HRM
comment by PJones2000 · 2025-07-27 · in Hierarchical Reasoning Model -
…applications could you see for a model like this? Paper: https://arxiv.org/abs/2506.21734 Code: https://github.com/sapientinc/HRM
comment by mingli_yuan · 2025-07-22 · in A 27M-param model that solves hard Sudoku/mazes where LLMs fail, without CoT