SimilarityMAP

This application calculates document similarities using BERT embeddings. It reads text files from a folder, computes pairwise similarities, and generates a heatmap for visualizing the results. The similarity matrix can be saved as a CSV file, and the heatmap as an image.

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Files:

• App.py: A Tkinter application that requires a folder with text files. It creates a similarity heatmap for all the text files.
• get_map.py: A non-GUI application that performs the same task as App.py.

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Screenshots

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Usage

• Can be used to automatically grade documents by identifying the best match and comparing similarity.

  • Limitation: Only provides deviation information, not whether the content is correct.

• Can also be used to detect copied content and plagiarism.

  • Limitation: Only identifies plagiarism within the scope of the provided text context.