Automated text simplification: a survey

SS Al-Thanyyan, AM Azmi - ACM Computing Surveys (CSUR), 2021 - dl.acm.org
Text simplification (TS) reduces the complexity of the text to improve its readability and
understandability, while possibly retaining its original information content. Over time, TS has …

A survey of automated methods for biomedical text simplification

B Ondov, K Attal… - Journal of the American …, 2022 - academic.oup.com
Objective Plain language in medicine has long been advocated as a way to improve patient
understanding and engagement. As the field of Natural Language Processing has …

Sentence simplification with deep reinforcement learning

X Zhang, M Lapata - arxiv preprint arxiv:1703.10931, 2017 - arxiv.org
Sentence simplification aims to make sentences easier to read and understand. Most recent
approaches draw on insights from machine translation to learn simplification rewrites from …

Rewritelm: An instruction-tuned large language model for text rewriting

L Shu, L Luo, J Hoskere, Y Zhu, Y Liu, S Tong… - Proceedings of the …, 2024 - ojs.aaai.org
Large Language Models (LLMs) have demonstrated impressive capabilities in creative tasks
such as storytelling and E-mail generation. However, as LLMs are primarily trained on final …

The gem benchmark: Natural language generation, its evaluation and metrics

S Gehrmann, T Adewumi, K Aggarwal… - arxiv preprint arxiv …, 2021 - arxiv.org
We introduce GEM, a living benchmark for natural language Generation (NLG), its
Evaluation, and Metrics. Measuring progress in NLG relies on a constantly evolving …