Robin Hood: Catch Me If You Can

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  Introducing Robin Hood

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About the Project 📑

Introducing RobinHood - the ultimate hack for all your GPT-generated text woes. This bad boy uses cutting-edge GPT model to automatically detect and rephrase any GPT-generated text on Notion. But wait, there's more - you also have the power to tweak the intent, context, and styling of the write-up, making it virtually impossible for anyone to catch you using GPT on your assignments. Say goodbye to the fear of getting caught and hello to effortless, top-notch writing with RobinHood.

Inspiration 💡

The inspiration for this project comes from the recent explosion of GPT-generated text and the growing concern about the potential for it to be used to cheat on assignments. With the development of detection algorithms like GPT-Zero, there has been an increased call for regulation in the use of GPT-generated text. Our team believes that the best approach is to empower humans to collaborate with AI in a responsible and ethical way as simply banning GPT-generated text is not a long-term solution. That's why we created RobinHood, a tool that allows users to take advantage of the power of GPT while still maintaining their own unique voice and style. By providing a way to detect and rephrase GPT-generated text, we hope to promote a more authentic and transparent use of AI in writing.

What it does ⚙️

RobinHood is a web-extension that automatically detects GPT-generated text on Notion and rephrases it using the state-of-the-art GPT-3 model. It gives users the ability to change the intent, context, and styling of the write-up, making it completely unique and original.

How we built it 🏗️

• TypeScript
• React 18
• Chrome Extension Manifest Version 3
• Vite
• Tailwindcss
• SASS
• Notion
• FastAPI
• NLTK
• Huggingface 🤗
• GPT-2
• OpenAI API

Challenges we ran into 🧱

• Getting fast and accurate result for GPT generated text
• Difficulties of reading and showing data from notion web dom element
• Difficulty with hot reloading in development

Accomplishments that we're proud of 🦚

• Beautiful UI
• Functioning Prototype
• Empowering students

What we learned 🏫

• Interact with OpenAI API for completion task using prompt engineering techniques
• Optimise model for production usage using ONNX runtime
• Creating a web extension that parses the content from Notion before calling our backend for inference
• Creating/injecting a modal that appears when users hover over a text to perform text revisions

What's next for Robinhood: Catch Me If You Can ⌛

• Extension support for other WYSIWYG editors (e.g. Google Docs, Microsoft Word)
• Stay up-to-date for SOTA GPT text detection algorithm
• Enhance GPT completion features (e.g. Text Summarisation, Text Completion, Text Classification)
• SaaS support for general user with PAYG subscription model
• Dashboard for past history and history exporting

Built With

• chrome
• gpt
• huggingface
• nltk
• notion
• openai
• prompt-engineering
• react
• sass
• taiwindcss
• typescript
• vite