Do we need the largest LLMs for every clinical decision?; CERTA introduces a decision-level statistical certificate to determine when a quantized model may substitute for its BF16 reference and escalates uncertified decisions
Read the original at arxiv.org→arXiv:2610.26937v1 Announce Type: new Abstract: Large clinical language models often require multi-GPU infrastructure, limiting local deployment. We introduce CERTA, a decision-level statistical certificate that...
Original headline: "Do We Need the Largest LLMs for Every Clinical Decision?"
Coverage timeline
- Oct 21, 04:00 UTC arXiv cs.CL lead source Do We Need the Largest LLMs for Every Clinical Decision?
- Oct 22, 04:00 UTC arXiv cs.AI Decision language models as affordable and rapid alternatives to LLM judges of clinical generative AI