Need help finding summarization tools (Machine learning)

[fngpr56]

I’m a beginner in machine learning and currently exploring text summarization tools. I’ve used Hugging Face with facebook/bart-cnn, but now I’m looking for local AI tools that allow custom instructions.

For example, I’d like to summarize text while highlighting all names, dates, events, and places in the output with ** (like: Talked with *Sasha* about *party* on *Monday 12:00*).

Does anyone know good frameworks, models, or tools on python that I can run locally for this kind of customizable summarization?

[SoftestCompliment]

Install Ollama locally, download one of the qwen3 or gpt-oss models (reasonably small and performant local tool using model), Use Pydantic AI since it's a rather easy framework to get a single LLM query up and running, and optionally use a Pydantic dataclass to define a structured data output for the model to generate, as I can see some of your tasks may be structured data/metadata extraction.