2 papers
cs.LG2025
LLM on a Budget: Active Knowledge Distillation for Efficient Classification of Large Text Corpora
Viviana Luccioli, Rithika Iyengar, Ryan Panley +5
Large Language Models (LLMs) are highly accurate in classification tasks, however, substantial computational and financial costs hinder their large-scale deployment in dynamic envi…
cs.AI2025
Efficacy of AI RAG Tools for Complex Information Extraction and Data Annotation Tasks: A Case Study Using Banks Public Disclosures
Nicholas Botti, Flora Haberkorn, Charlotte Hoopes +1
We utilize a within-subjects design with randomized task assignments to understand the effectiveness of using an AI retrieval augmented generation (RAG) tool to assist analysts wit…