amazon-science/plan-guided-summarization

amazon-science/plan-guided-summarization

Language: Python

License: NOASSERTION

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Created: 2025-08-20T20:38:15Z

Pushed: 2025-08-20T22:30:54Z

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README:

Exploration of Plan-Guided Summarization for Narrative Texts: the Case of Small Language Models

🚀 Installation

Instructions for plan_guided_summ python environment:

conda create -n plan_guided_summ python=3.10

Install following packages:

pip install torch==2.3.1 torchvision==0.18.1 torchaudio==2.3.1 --index-url https://download.pytorch.org/whl/cu121
pip install transformers==4.41.2
pip install flash_attn==2.5.8
pip install accelerate
pip install datasets
pip install deepspeed
pip install peft
pip install evaluate
pip install rouge-score
pip install absl-py
pip install spacy==3.7.4

🔧 Usage

See shell scripts in the scripts directory for commands to run different experiments.

🤝 Citation

Please consider citing the paper if you use these sources.

@misc{grenander2025explorationplanguidedsummarizationnarrative,
title={Exploration of Plan-Guided Summarization for Narrative Texts: the Case of Small Language Models},
author={Matt Grenander and Siddharth Varia and Paula Czarnowska and Yogarshi Vyas and Kishaloy Halder and Bonan Min},
year={2025},
eprint={2504.09071},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2504.09071},
}