Summary of Asthmabot: Multi-modal, Multi-lingual Retrieval Augmented Generation For Asthma Patient Support, by Adil Bahaj and Mounir Ghogho
AsthmaBot: Multi-modal, Multi-Lingual Retrieval Augmented Generation For Asthma Patient Support
by Adil Bahaj, Mounir Ghogho
First submitted to arxiv on: 24 Sep 2024
Categories
- Main: Artificial Intelligence (cs.AI)
- Secondary: Computation and Language (cs.CL)
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| Summary difficulty | Written by | Summary |
|---|---|---|
| High | Paper authors | High Difficulty Summary Read the original abstract here |
| Medium | GrooveSquid.com (original content) | Medium Difficulty Summary The paper introduces AsthmaBot, a multi-lingual, multi-modal retrieval-augmented generation system designed to provide automated support for individuals with asthma. Leveraging the advancements in natural language processing by large language models like ChatGPT and Gemini, AsthmaBot aims to reduce the incidence of factually incorrect responses (hallucinations) by integrating curated documents. The system is evaluated on an asthma-related frequently asked questions dataset, demonstrating its efficacy. Additionally, AsthmaBot features an interactive and intuitive interface that integrates different data modalities (text, images, videos), making it accessible to a broader audience. This system has the potential to improve access to immediate medical care, particularly in developing countries. |
| Low | GrooveSquid.com (original content) | Low Difficulty Summary Asthma is a growing problem worldwide, caused by environmental and lifestyle factors. When people have asthma, they need quick medical help. But in many countries, this isn’t always possible. To solve this problem, researchers created AsthmaBot. It’s a special computer program that can answer questions about asthma and provide helpful information. The program uses a combination of human-curated documents and large language models like ChatGPT to make sure its answers are accurate. Tests showed that AsthmaBot is effective in providing good information. Plus, it has an easy-to-use interface that lets people access different types of data (text, images, videos). This makes it more accessible to everyone. |
Keywords
» Artificial intelligence » Gemini » Multi modal » Natural language processing » Retrieval augmented generation
