Hello,
Being a Machine Learning enthusiast, just now, I worked on a PoC for developing a search engine to identify documents from the DMS which matches the given search sentence. The core of the search engine is developed using Tensorflow hub and Universal Sentence Encoder, while the frontend is developed using the Flask framework. As the DMS mostly consists of the word documents, I used the PyWin32 library to parse the documents. Also, as all the documents were similar in structure, with a little bit of text preprocessing I was able to achieve the desired results.
As it seems that, you also want to develop a similar tool to search for the employment contracts containing a given phrase, I would like to go through the details of the project and see if I can help you with the same.
Please reply to this proposal, if you find it useful.
Regards,
Atul Rajdhar