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cs.CL2026
FLARE: Few-shot Learning-based Adaptive Reflective Engine
Dhanasekar Sundararaman, Bharat Gandhi, Aashna Garg +1
Large language models (LLMs) are increasingly deployed in complex, compound AI systems where performance hinges on the quality of prompts. Recent state-of-the-art optimizers like G…
cs.CL2026
A Knowledge-Injection Framework for Zero-Shot Adaptation of LLMs to Delirium Prediction
Jessica Sena, Shesadree Priyadarshani, Miguel Contreras +4
Large language models show promise for clinical prediction, but zero-shot performance on specialized tasks is limited by incomplete domain knowledge, especially for smaller locally…