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Huawei Cloud Developer Alliance
Huawei Cloud Developer Alliance
Dec 2, 2025 · Artificial Intelligence

Why Hierarchical Reasoning Model (HRM) Beats Large Models on ARC with Few Samples

The Hierarchical Reasoning Model (HRM) draws on brain-inspired hierarchical processing to achieve state‑of‑the‑art performance on ARC, Sudoku‑Extreme, and Maze‑Hard tasks using under a thousand training examples, while exposing generalization limits on private test sets.

ARC BenchmarkAdaptive Computation TimeHierarchical Reasoning
0 likes · 11 min read
Why Hierarchical Reasoning Model (HRM) Beats Large Models on ARC with Few Samples
HyperAI Super Neural
HyperAI Super Neural
Sep 30, 2025 · Artificial Intelligence

SpikingBrain-1.0 Achieves 100× Faster Inference with Brain‑Inspired Spiking Architecture

SpikingBrain-1.0, the first domestically‑produced brain‑inspired spiking large model, links spiking neuron dynamics to linear attention, delivering over 100× faster first‑token latency on 4‑million‑token sequences, 23.4% FLOP utilization, 69% sparsity, and a one‑click deployment tutorial on HyperAI.

Large Language ModelSpikingBrain-1.0brain-inspired AI
0 likes · 7 min read
SpikingBrain-1.0 Achieves 100× Faster Inference with Brain‑Inspired Spiking Architecture