April 14, 2023   Fintech AI/ML, Data-driven, FinTech and Alternative Finance, Fintech Services, Innovation and Resources   No comments

HuggingGPT: Enables ChatGPT to Use Pre-Trained Models to Solve NLP Tasks

Metaverse Post | Damir Yalalov | Apr 3, 2023

HuggingGPT - HuggingGPT: Enables ChatGPT to Use Pre-Trained Models to Solve NLP Tasks

HuggingFace Hub is a platform that allows researchers and developers to share and collaborate on natural language processing models, datasets, and other resources. It also provides an easy-to-use interface for finding and downloading pre-trained models for various NLP tasks.

  • The article proposes a solution to simplify the training of ChatGPT by suggesting the utilization of HuggingGPT to access numerous existing models that can solve various problems. This would eliminate the need to teach ChatGPT to perform tasks like image rendering or speech translation, as it can rely on external resources instead. This method offers increased versatility and efficiency in using GPT-based language models, as they can leverage specialized models without requiring any prior training. Moreover, it creates new opportunities to develop advanced and sophisticated AI applications.

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  • In total, we get something like this:
    • ChatGPT receives a command in human language.
    • ChatGPT translates the command into a set of “tasks” to be performed.
    • For each task, among the thousands of available models, the one required is selected (according to the provided description).
    • ChatGPT reads the description of the arguments to be given to the model and prepares them.
    • After completing the task, ChatGPT looks at the result and moves on according to the plan, repeating steps 3–5.

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