Research Companion App

This paper introduces the Research Companion App, designed to assist students in comprehending research papers through interactive features. Utilising Retrieval Augmented Generation (RAG) and prompt engineering, the app enhances response accuracy, scalability, and flexibility. The app, built with Streamlit and Hugging Face, and leveraging Microsoft Azure OpenAI models, includes functionalities such as summarisation, visual aids generation, quizzes, and a chatbot. Evaluation of the chatbot's performance across different temperature settings reveals that higher temperatures generally yield more consistent and reliable outputs. However, the quality of responses is contingent on the retrieval process. Future improvements aim to refine summary generation and explore better QA evaluators.

Publication Details

Journal
Open Research Online (The Open University)
Published
2024-10-30
Primary Topic
Marine Biology and Environmental Chemistry
Type
article
Field-Weighted Citation Impact
0.00
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article

Research Companion App

Open Research Online (The Open University)
Marine Biology and Environmental Chemistry
article

Research Companion App

article en

Abstract

This paper introduces the Research Companion App, designed to assist students in comprehending research papers through interactive features. Utilising Retrieval Augmented Generation (RAG) and prompt engineering, the app enhances response accuracy, scalability, and flexibility. The app, built with Streamlit and Hugging Face, and leveraging Microsoft Azure OpenAI models, includes functionalities such as summarisation, visual aids generation, quizzes, and a chatbot. Evaluation of the chatbot's performance across different temperature settings reveals that higher temperatures generally yield more consistent and reliable outputs. However, the quality of responses is contingent on the retrieval process. Future improvements aim to refine summary generation and explore better QA evaluators.

Open Research Online (The Open University)
Openalex Percentile: Top 52%
Marine Biology and Environmental Chemistry
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Research Companion App · Open Research Online (The Open University) (2024) | TGRS Research Map | TGRS