Abstract: This study explored an AI teaching assistant system that utilizes LoRA fine-tuning of large language models (LLMs) combined with LangChain technology to improve accuracy in specialized areas ...
Abstract: A good knowledge-based visual question answering (KB-VQA) model requires detailed visual information, semantically clear questions, and relevant external knowledge to address open visual ...