#adaptive-computing2 articles

2 articles

AIBullisharXiv – CS AI · Feb 277/105

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Ruyi2 Technical Report

Ruyi2 is an adaptive large language model that achieves 2-3x speedup over its predecessor while maintaining comparable performance to Qwen3 models. The model introduces a 'Familial Model' approach using 3D parallel training and establishes a 'Train Once, Deploy Many' paradigm for efficient AI deployment.

AIBullishMIT News – AI · Dec 46/106

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A smarter way for large language models to think about hard problems

Researchers have developed a new technique that allows large language models to dynamically adjust their computational resources based on problem difficulty. This adaptive reasoning approach enables LLMs to allocate more processing power to complex questions while using less for simpler ones.