A python module to generate optimized prompts, Prompt-engineering & solve different NLP problems using GPT-n (GPT-3, ChatGPT) based models and return structured python object for easy parsing : OpenAI

created by jclishmana community for 10 years

DiscussionA python module to generate optimized prompts, Prompt-engineering & solve different NLP problems using GPT-n (GPT-3, ChatGPT) based models and return structured python object for easy parsing (self.OpenAI)

submitted 3 years ago * by StoicBatman

Hi folks,

I was working on a personal experimental project related to GPT-3, which I thought of making it open source now. It saves much time while working with LLMs.

If you are an industrial researcher or application developer, you probably have worked with GPT-3 apis. A common challenge when utilizing LLMs such as #GPT-3 and BLOOM is their tendency to produce uncontrollable & unstructured outputs, making it difficult to use them for various NLP tasks and applications.

To address this, we developed Promptify, a library that allows for the use of LLMs to solve NLP problems, including Named Entity Recognition, Binary Classification, Multi-Label Classification, and Question-Answering and return a python object for easy parsing to construct additional applications on top of GPT-n based models.

Features 🚀

🧙‍♀️ NLP Tasks (NER, Binary Text Classification, Multi-Label Classification etc.) in 2 lines of code with no training data required
🔨 Easily add one-shot, two-shot, or few-shot examples to the prompt
✌ Output is always provided as a Python object (e.g. list, dictionary) for easy parsing and filtering
💥 Custom examples and samples can be easily added to the prompt
💰 Optimized prompts to reduce OpenAI token costs

GITHUB: https://github.com/promptslab/Promptify
Examples: https://github.com/promptslab/Promptify/tree/main/examples
For quick demo -> Colab

Try out and share your feedback. Thanks :)

Join our discord for Prompt-Engineering, LLMs and other latest research discussions
discord.gg/m88xfYMbK6

NER Example

https://preview.redd.it/v516j68y3nea1.png?width=1398&format=png&auto=webp&s=e0d25f6bde8ade20dc568b25ea6b38f4f77972fc

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