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Generating Reports, Fiction, and Text That Sounds Good

Natural language generation (NLG) came into its own in the 1970s, using AI based on symbolic methods. Automated reporting is one thread of NLG work; another is research in storytelling and fiction generation. The former sort of systems “textualize” underlying data; the latter generate plots and/or produce a narrative discourse based on plots. I argue that these two types of research are very relevant to each other. Writing fiction often involves imagining an underlying textual actual world in which characters undertake actions, then narrating what happens in this world, just as automated reporters narrate based on real-world data. In a literary sense, today’s large language models (LLMs) are very different from both automated reporters and storytelling systems. They let language play out from probability distributions over sequences of words. To understand non-LLM approaches, I survey both automated reporters (which have presented news about weather, seismology, sports, finance, and elections) and storytelling systems (which have narrated invented events, giving us insight into narrative and cognition). These two sorts of systems, and LLMs, have important differences, but can also inform each other.

Read “Generating Reports, Fiction, and Text That Sounds Good” via Cahier voor Literatuurwetenschap/Literary Studies Notebook

Nick Montfort
Written by
Nick Montfort

Nick Montfort, professor of digital media, uses computation to develop literary art. His work includes more than ten computer-generated print books (from seven presses), the collaborations The Deletionist and Sea and Spar Between, and Memory Slam: Batch-Era Text Generation. His most recent book of poetry is human-authored but written under constraint: All the Way for the Win (Penteract Press, 2025) consists entirely of three-letter words. Among Montfort’s MIT Press books are The Future and two co-edited volumes, The New Media Reader and Output: An Anthology of Computer-Generated Text, 1953–2023. He’s also principal investigator in the University of Bergen’s Center for Digital Narrative. He directs a lab/studio, The Trope Tank. For more, see Nick’s site, nickm.com.

Nick Montfort Written by Nick Montfort