I saw this line "GRPO gives developers a way to teach models how to reason better, faster, and without breaking the bank." and just loved it.
I personally feel we will see more task specific models and GRPO is a good choice if the task is logical or format-sensitive..
Took a 1.5B Qwen2.5-Coder model, fine-tuned with GRPO, asking to extract structured JSON from OCR text based on 'any user-defined schema'. Needs more work but it works!
Here is the model, you can use it in combination with paddleocr:
https://huggingface.co/MayankLad31/invoice_schema
My interest in the intersection of AI and developer advocacy has been growing significantly.
Top comments (4)
Really cool use case! Did you run into any tricky edge cases with OCR errors or inconsistent fields during extraction?
I was more focused on getting structured JSON based on 'any user-defined schema'..so basically user can define the schema. for ocr i used paddleocr but i guess we can use better ones..
Pretty cool seeing how GRPO levels things up for structured data. I love trying new stuff like this, especially when it's not just hype.
thanks! yeah for me unless i try and see for myself, it is difficult to know how useful something is or does it really work?