Let's Get to the Point: LLM-Supported Planning, Drafting, and Revising of Research-Paper Blog Posts
<|reference_start|>Let's Get to the Point: LLM-Supported Planning, Drafting, and Revising of Research-Paper Blog Posts: Research-paper blog posts help scientists disseminate their work to a larger audience, but translating papers into this format requires substantial additional effort. Blog post creation is not simply transforming a long-form article into a short output, as studied in most prior work on human-AI summarization. In contrast, blog posts are typically full-length articles that require a combination of strategic planning grounded in the source document, well-organized drafting, and thoughtful revisions. Can tools powered by large language models (LLMs) assist scientists in writing research-paper blog posts? To investigate this question, we conducted a formative study (N=6) to understand the main challenges of writing such blog posts with an LLM: high interaction costs for 1) reviewing and utilizing the paper content and 2) recurrent sub-tasks of generating and modifying the long-form output. To address these challenges, we developed Papers-to-Posts, an LLM-powered tool that implements a new Plan-Draft-Revise workflow, which 1) leverages an LLM to generate bullet points from the full paper to help users find and select content to include (Plan) and 2) provides default yet customizable LLM instructions for generating and modifying text (Draft, Revise). Through a within-subjects lab study (N=20) and between-subjects deployment study (N=37 blog posts, 26 participants) in which participants wrote blog posts about their papers, we compared Papers-to-Posts to a strong baseline tool that provides an LLM-generated draft and access to free-form LLM prompting. Results show that Papers-to-Posts helped researchers to 1) write significantly more satisfying blog posts and make significantly more changes to their blog posts in a fixed amount of time without a significant change in cognitive load (lab) and 2) make more changes to their blog posts for a fixed number of writing actions (deployment).<|reference_end|>
@article{radensky2024let's,
    title={Let's Get to the Point: LLM-Supported Planning, Drafting, and Revising
  of Research-Paper Blog Posts},
    author={Marissa Radensky, Daniel S. Weld, Joseph Chee Chang, Pao Siangliulue,
  Jonathan Bragg},
    journal={arXiv preprint arXiv:2406.10370},
    year={2024},
    archivePrefix={arXiv},
    eprint={2406.10370},
    primaryClass={cs.HC}
}