The German Research Association (Deutsche Forschungsgemeinschaft, DFG) recently issued guidelines for using artificial intelligence, including tools like ChatGPT, to write research papers and grant applications. The DFG supports using AI for these purposes, excluding reviews but emphasizes the need for transparency. Therefore, “Scientists should disclose whether, for what purpose, and to what extent they have used generative models when making their results publicly accessible in the interest of scientific integrity” (translated from German via ChatGPT).

Our group uses ChatGPT Premium and occasionally other tools to enhance the writing of our research papers, grant applications, blog posts, emails, and other written communications. In the interest of transparency, I will outline how we incorporate AI tools into our writing process across these different formats.

Translations

We occasionally use ChatGPT for translation tasks. For example, I used ChatGPT to translate a sentence from the DFG guidelines for this blog post.

Screenshot of ChatGPT to translate a German sentence into English.

If we do this, then we explicitly mention the use of AI in the manuscript.

Finding or improving titles for manuscripts

We frequently use ChatGPT to help generate or refine titles for our manuscripts. Sometimes, we attach the manuscript and ask ChatGPT for suggestions.

“Give me ten potential titles for the attached manuscript”

Sometimes, we formulate what we want in more detail. For instance

We have written a research paper about the energy usage of recommender systems (the manuscript is attached). Give me ten suggestions for a title that is catchy yet academic, and makes clear that recommender systems (which are mostly digital / online) do have a real impact on the real world by consuming energy and hence emitting carbon.

The above prompt eventually led to the title of our recent paper, “From Clicks to Carbon: The Environmental Toll of Recommender Systems“.

If we do this, we do not explicitly mention it in the paper.

Paragraph-by-Paragraph proofreading

The probably most helpful feature of ChatGPT is paragraph-by-paragraph-based proofreading. Here is an example.

Screenshot of ChatGPt giving suggestions for better writing

We do not blindly copy and paste suggestions from ChatGPT. Instead, we carefully review the suggestions, copy them where appropriate, and edit them as needed (as demonstrated by comparing the first paragraph of this blog post with ChatGPT’s suggestion and the original version). Additionally, we use Grammarly to refine the writing generated by ChatGPT further.

You can assume that we used ChatGPT to proofread any paper from around 2024 onwards. Not always for the entire manuscript, but at least significant parts. We do not highlight paragraphs for which we did this. This is in line with the ACM policy that states:

If you are using generative AI software tools to edit and improve the quality of your existing text in much the same way you would use a typing assistant like Grammarly to improve spelling, grammar, punctuation, clarity, engagement or to use a basic word processing system to correct spelling or grammar, it is not necessary to disclose such usage of these tools in your Work.

Promoting

Finally, sometimes, we use ChatGPT to create catchy Tweets for Twitter / X. Here is an example:

After some iterations, including generating an image with ChatGPT and Photoshop’s AI, this was the final tweet:

Summary

To us, ChatGPT functions as a very advanced spell checker that also helps mitigate the challenges we face as non-native English speakers writing in English. ChatGPT significantly improves our writing. However, all the ideas, the overall structure, the analysis of the results, and the results themselves are ours or those of our co-authors. Therefore, we see no drawbacks in using ChatGPT in this manner. If you disagree, please share your thoughts in the comments.

If you want to cite this document, please cite:

@InProceedings{Beel2024a,
author = {Joeran Beel},
booktitle = {Intelligent Systems Group, Blog},
title = {Our use of AI-tools for writing research papers},
year = {2024},
url = {https://isg.beel.org/blog/2024/08/19/our-use-of-ai-tools-for-writing-research-papers/},
}

Joeran Beel

Please visit https://isg.beel.org/people/joeran-beel/ for more details about me.

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