A comprehensive survey on process-oriented automatic text summarization with exploration of llm-based methods

H **, Y Zhang, D Meng, J Wang, J Tan - ar** naturally occurring public-
domain summaries--which are nearly always in difficult-to-work-with technical domains--or …

" Let Your Characters Tell Their Story": A Dataset for Character-Centric Narrative Understanding

F Brahman, M Huang, O Tafjord, C Zhao… - arxiv preprint arxiv …, 2021 - arxiv.org
When reading a literary piece, readers often make inferences about various characters'
roles, personalities, relationships, intents, actions, etc. While humans can readily draw upon …

SNaC: Coherence error detection for narrative summarization

T Goyal, JJ Li, G Durrett - arxiv preprint arxiv:2205.09641, 2022 - arxiv.org
Progress in summarizing long texts is inhibited by the lack of appropriate evaluation
frameworks. When a long summary must be produced to appropriately cover the facets of …

Tvshowguess: Character comprehension in stories as speaker guessing

Y Sang, X Mou, M Yu, S Yao, J Li, J Stanton - arxiv preprint arxiv …, 2022 - arxiv.org
We propose a new task for assessing machines' skills of understanding fictional characters
in narrative stories. The task, TVShowGuess, builds on the scripts of TV series and takes the …