Git Product home page Git Product logo

Comments (3)

LiFeiAStoneHood avatar LiFeiAStoneHood commented on June 18, 2024 1

we do not fine-tune llm for each expert because it is too costly😰 in the future we may support dozens of expert types

thanks for the reply. it makes sense to setting up knowledge database instead of training many experts. great work!!

from db-gpt.

zhouxh19 avatar zhouxh19 commented on June 18, 2024

Thank you for your attention. Currently, we just fine-tuned the same llm (e.g., llama2) for all the experts. From our recent evaluation, multi-expert llm works much better than single-expert llm, especially when more than one alert occurs at the same time (probably due to the finer-grained role assignment and more thorough discussion). Besides, gpt-4 is not as good as we expected in following the matched knowledge (e.g., may still give very general solutions). We will release a detailed technical report soon :)

from db-gpt.

zhouxh19 avatar zhouxh19 commented on June 18, 2024

we do not fine-tune llm for each expert because it is too costly😰 in the future we may support dozens of expert types

from db-gpt.

Related Issues (20)

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.