Abstract: In the medical field, pictures of the body are really important. But answering questions about these images to help diagnose problems is tricky. We made a new model called CGMVQA to help with this. It's good at sorting out different types of questions and finding answers. We use special techniques to understand written questions and make images clearer. We also made the model work faster by changing some settings. Our model is really good! It's the best one yet at answering medical image questions, like figuring out what's in a picture or matching words to images. This means doctors can use it to help with diagnoses. BioGPT is another helpful tool. It's great for scientists and teachers in biology. It gives quick and accurate answers to complex biology questions. As technology gets better, BioGPT will help us learn more about life and speed up biological research