CLAIMar 13, 2024

OverleafCopilot: Empowering Academic Writing in Overleaf with Large Language Models

arXiv:2403.09733v19 citationsh-index: 27Has Code
Originality Synthesis-oriented
AI Analysis

This tool addresses the need for researchers to leverage LLMs in academic writing, though it is incremental as it applies existing LLM technology to a specific domain.

The authors tackled the problem of integrating Large Language Models (LLMs) with Overleaf to enhance academic writing efficiency and quality, resulting in OverleafCopilot, a browser extension that has been deployed and serves thousands of researchers.

The rapid development of Large Language Models (LLMs) has facilitated a variety of applications from different domains. In this technical report, we explore the integration of LLMs and the popular academic writing tool, Overleaf, to enhance the efficiency and quality of academic writing. To achieve the above goal, there are three challenges: i) including seamless interaction between Overleaf and LLMs, ii) establishing reliable communication with the LLM provider, and iii) ensuring user privacy. To address these challenges, we present OverleafCopilot, the first-ever tool (i.e., a browser extension) that seamlessly integrates LLMs and Overleaf, enabling researchers to leverage the power of LLMs while writing papers. Specifically, we first propose an effective framework to bridge LLMs and Overleaf. Then, we developed PromptGenius, a website for researchers to easily find and share high-quality up-to-date prompts. Thirdly, we propose an agent command system to help researchers quickly build their customizable agents. OverleafCopilot (https://chromewebstore.google.com/detail/overleaf-copilot/eoadabdpninlhkkbhngoddfjianhlghb ) has been on the Chrome Extension Store, which now serves thousands of researchers. Additionally, the code of PromptGenius is released at https://github.com/wenhaomin/ChatGPT-PromptGenius. We believe our work has the potential to revolutionize academic writing practices, empowering researchers to produce higher-quality papers in less time.

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