LAION-AI / Open-Assistant

OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.
https://open-assistant.io
Apache License 2.0
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Generate instruction->answer pairs using List of ChatGPT free prompts List #1379

Closed shahules786 closed 1 year ago

shahules786 commented 1 year ago

The idea is to make use of List of free ChatGPT prompts to get more high-quality instruction->answer pairs. Create Few-shot example using this data to fine-tune FLAN5 and generate more instruction->answer pairs. @ontocord feel free to pitch in and describe the idea with an example.

huu4ontocord commented 1 year ago

Thank you @shahules786

One example could be found here: https://github.com/mattnigh/ChatGPT3-Free-Prompt-List/blob/main/pages/prompts/ChatGPT3_Prompts_for_Writing.md

This could be the few-shot:

The task is to generate a list of potential headlines for an article on a specific topic. This can be useful for writers and editors who need to come up with headlines for articles they are working on. The specific topic is filled in by the user when they input the prompt.

###
topic: machine learning in healthcare
instruction: Generate a list of potential headlines for an article on machine learning in healthcare.
response:

1. "Exploring the benefits of machine learning in healthcare"
2. "Revolutionizing healthcare: How machine learning is changing the game"
3. "Machine learning in healthcare: Challenges and opportunities"
4. ``"The future of healthcare: How machine learning is leading the way"
5. "Navigating the ethical considerations of machine learning in healthcare"
6. "The impact of machine learning in healthcare: A look at current and future applications"
7. "Advancing patient care with machine learning: Real-world examples"
8. "From diagnosis to treatment: How machine learning is improving healthcare outcomes"
9. "The role of machine learning in precision medicine"
10. "Empowering doctors and patients with machine learning technology"

###
topic: {topic}
instruction: 
huu4ontocord commented 1 year ago

So you come up with a bunch of topics and feed into this few-shot.

huu4ontocord commented 1 year ago

@shahules786 - checking on status of this issue.

huu4ontocord commented 1 year ago

Ping