Reading subtext: Evaluating large language models on short story summarization with writers

M Subbiah, S Zhang, LB Chilton… - Transactions of the …, 2024 - direct.mit.edu
Abstract We evaluate recent Large Language Models (LLMs) on the challenging task of
summarizing short stories, which can be lengthy, and include nuanced subtext or scrambled …

FABLES: Evaluating faithfulness and content selection in book-length summarization

Y Kim, Y Chang, M Karpinska, A Garimella… - arXiv preprint arXiv …, 2024 - arxiv.org
While long-context large language models (LLMs) can technically summarize book-length
documents (> 100K tokens), the length and complexity of the documents have so far …

LLM-based multi-agent poetry generation in non-cooperative environments

R Zhang, S Eger - arXiv preprint arXiv:2409.03659, 2024 - arxiv.org
Despite substantial progress of large language models (LLMs) for automatic poetry
generation, the generated poetry lacks diversity while the training process differs greatly …

The State and Fate of Summarization Datasets

N Dahan, G Stanovsky - arXiv preprint arXiv:2411.04585, 2024 - arxiv.org
Automatic summarization has consistently attracted attention, due to its versatility and wide
application in various downstream tasks. Despite its popularity, we find that annotation …

Poetry in Pixels: Prompt Tuning for Poem Image Generation via Diffusion Models

S Jamil, BA Reddy, R Kumar, S Saha… - arXiv preprint arXiv …, 2025 - arxiv.org
The task of text-to-image generation has encountered significant challenges when applied
to literary works, especially poetry. Poems are a distinct form of literature, with meanings that …

POETIC TRANSLATION AND STUDENTS'APPRECIATION THROUGH HUMAN TRANSLATOR AND MACHINE SYSTEM

D Pudjiati, MVE Mulatsih, I Ilham… - LLT Journal: A …, 2024 - e-journal.usd.ac.id
The engagement with poetry is a personalized journey that transcends standardized
methodologies. Key to this process is complete immersion in the poetic experience …

InterIDEAS: An LLM and Expert-Enhanced Dataset for Philosophical Intertextuality

Y Yang, Y Xu, C Huang, JM Jurgensen, H Hu - openreview.net
The formation and circulation of ideas in philosophy have profound implications for
pedagogical and scholarly practices. However, traditional analyses often depend on manual …