Journal of Medical Internet Research

How to Design, Create, and Evaluate an Instruction-Tuning Dataset for Large Language Model Training in Health Care: Tutorial From a Clinical Perspective

Among these, instruction-tuning datasets (ITDs) used for instruction fine-tuning have been pivotal in enhancing LLM performance and generalization capabilities across diverse tasks. This tutorial ...
marktechpost

How to Build a Privacy-Preserving Federated Pipeline to Fine-Tune Large Language Models with LoRA Using Flower and PEFT

In this tutorial, we demonstrate how to federate fine-tuning of a large language model using LoRA without ever centralizing private text data. We simulate multiple organizations as virtual clients and ...
IEEE

DADS-SAM: DALoRA and DSCA Enhanced Fine-Tuning for Port Oil Spill Detection Using UAV Imagery

Abstract: With the increasing frequency of port trade activities, oil spill incidents pose severe threats to marine ecosystems. The complex port environments, characterized by diverse land cover types ...
IEEE

Using Prompt Tuning to Identify Relevant API Knowledge from API Tutorial and Stack Overflow

Abstract: API tutorials and Stack Overflow (SO) are crucial API learning resources. API tutorials help developers understand API usage in general contexts, while SO explains API usage in specific ...
The New York Times

How ICE Already Knows Who Minneapolis Protesters Are

Agents use facial recognition, social media monitoring and other tech tools not only to identify undocumented immigrants but also to track protesters, current and former officials said. By Sheera ...