TopicGPT: A Prompt-based Topic Modeling Framework (2024 · 171 citations)
Classic topic models such as LDA describe each theme as a list of probable words. Users must interpret these lists themselves and have little say over how specific or how formatted the topics are. TopicGPT addresses this by having large language models do the topic modeling through prompting, in two stages. In the…
Suri: Multi-constraint Instruction Following in Long-form Text Generation (2024 · 19 citations)
Most instruction-tuning data pairs simple prompts with short answers. This paper addresses a harder setting: requests with many constraints that require outputs thousands of tokens long, such as fiction or detailed non-fiction.
Frankentext: Stitching random text fragments into long-form narratives (2026 · 1 citation)
The paper asks whether a black-box LLM user can cheaply produce long stories that read well and still slip past strong AI-text detectors.
AnalystBench: Benchmarking professional long-form report generation with web-mined multimodal tasks (2026)
Benchmarks for LLM-based report writing usually test isolated subskills, such as summarization or table aggregation. Benchmarks with realistic professional tasks, like GDPval, depend on costly expert-built tasks. AnalystBench aims to evaluate the whole analyst workflow at low cost.

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Papers of our library cite their works 90 times (of the 149,439 papers whose bibliographies we read); 19 citing papers with a page here →.

Updated 1 November 2026