Seperating Paragraphs in Text File Based on Topics for Zero-Shot Classification

Hello everyone,

I’m currently working on a project where I have a two-page document discussing several different processes in a production system. I’m looking for suggestions on how I can effectively separate each paragraph based on the topic it covers. My ultimate goal is to apply zero-shot classification to identify the most related production process to each paragraph.

Could anyone provide insights or ideas on how to approach this task efficiently? I’d appreciate any suggestions on methods or tools that could help me achieve this, as well as any advice on how to improve the overall workflow for implementing zero-shot classification after the paragraphs are separated.

Thank you in advance for your input and guidance!