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SkimLit #271

Merged
merged 2 commits into from
Oct 12, 2024
Merged

SkimLit #271

merged 2 commits into from
Oct 12, 2024

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DebanKsahu
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Related Issues or bug

Fixes: #132

Proposed Changes

  • I implemented the original SkimLit paper with slight modification inorder to beat the accuracy achieved by the original SkimLit model. In addition I also created a web app which act as a interface to the SkimLit model and user.

Additional Info

  • As I was unable to push the .keras files so inorder to run the web app you have to train the models and save them in the required folders.

Screenshots of Model Results

best_model_1_result
best_model_2_result
multi_model_result

Demo video of web app

Skimlit_Demo.mp4

In the video I used ChartGPT generated medical report.

Future Enhancements

I designed the streamlit web app based on the first DL model which is single input model with word level embedding. In future i will modify it so that users can select the models and according their selected model data will be processed. Output will be same for all models.

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👋 Thank you for opening this pull request! We appreciate your contribution to improving this project. Your PR is under review, and we'll get back to you shortly.
Don't forget to mention the issue you solved!.

To help move the process along, please tag @UppuluriKalyani, @Neilblaze, and @SaiNivedh26 for a faster review!

@UppuluriKalyani UppuluriKalyani merged commit dffefdc into UppuluriKalyani:main Oct 12, 2024
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🎉🎉 Thank you for your contribution! Your PR #271 has been merged! 🎉🎉

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Streamlit Web Application for Medical Research Text Extraction
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