Giter Club home page Giter Club logo

chat-contours's Introduction

chat-contours

Visualize the flow of chatgpt conversations from their embeddings. Messages with similar embeddings should appear close to each other etc.

The CollectiveCognition sample chat dataset (200 ChatGPT/bing conversations).

image

Run

pnpm install
pnpm run dev

Method

  • Calculate the embedding of each message (so quite coarse embeddings) in each conversation
  • Use t-SNE to reduce the dimension of the set of all message embeddings down to 2d (from 1538d)
  • Plot each embedding as a dot on a 2d plane
  • Connect up each conversation with a line and give it a unique color

Links

chat-contours's People

Contributors

foot avatar

Stargazers

amirmohammad Aryafar  avatar

Watchers

 avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.