GPT 4 Can Enhance Itself – (ft. Reflexion, HuggingGPT, Bard Improve and way more)

GPT 4 can self-correct and enhance itself. With unique discussions with the lead creator of the Reflexions paper, I present how important this shall be throughout a wide range of duties, and how one can profit.

I’m going on to put out an accelerating pattern of self-improvement and gear use, laid out by Karpathy, and canopy papers reminiscent of Dera, Language Fashions Can Remedy Laptop Duties and TaskMatrix, all launched in the previous few days.

I additionally showcase HuggingGPT, a mannequin that harnesses Hugging Face and which I argue may very well be as important a breakthrough as Reflexions. I present examples of multi-model use, and even the way it would possibly quickly be utilized to text-to-video and CGI modifying (guest-starring Marvel Studio). I focus on how language fashions are actually producing their very own information and suggestions, needing far fewer human professional demonstrations. Ilya Sutskever weighs in, and I finish by discussing how AI is even enhancing its personal {hardware} and facilitating industrial strain that has pushed Google to improve Bard utilizing PaLM.

Reflexion Outcomes: https://github.com/GammaTauAI/reflexion-human-eval
Karpathy Tweet: https://twitter.com/karpathy/status/1640042620666920960
Reflexion GPT 4 Publish: https://nanothoughts.substack.com/p/reflecting-on-reflexion
Reflexion paper: https://arxiv.org/abs/2303.11366
ALFWorld: https://arxiv.org/pdf/2010.03768.pdf
Sparks Report: https://arxiv.org/pdf/2303.12712.pdf#page=21
GPT 4 Technical Report: https://arxiv.org/pdf/2303.08774.pdf
DERA Dialogue: https://arxiv.org/pdf/2303.17071v1.pdf
Language Fashions Can Remedy Laptop Duties: https://arxiv.org/pdf/2303.17491.pdf
HuggingGPT: https://arxiv.org/pdf/2303.17580.pdf
TaskMatrix Paper: https://arxiv.org/pdf/2303.16434.pdf
Language Fashions Can Self-Enhance: https://arxiv.org/pdf/2210.11610.pdf
Marvel Studio: https://twitter.com/WonderDynamics/status/1633627396971827200
Alpaca Paper: https://crfm.stanford.edu/2023/03/13/alpaca.html
Ilya Interview: https://www.youtube.com/watch?v=Yf1o0TQzry8&t=997s
Reuters Nvidia: https://www.reuters.com/technology/nvidia-shows-new-research-using-ai-improve-chip-designs-2023-03-28/
Bard Improve: https://www.nytimes.com/2023/03/31/technology/google-pichai-ai.html

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