Improving scholarship accessibility with reinforcement learning

Introduction. A vast amount of scholarly work is published daily, yet much of it remains inaccessible to the general public due to dense jargon and complex language. We introduce a reinforcement learning approach that fine-tunes a language model to rewrite scholarly abstracts into more comprehensib...

وصف كامل

التفاصيل البيبلوغرافية

الحاوية / القاعدة:	Information Research: An International Electronic Journal
المؤلفون الرئيسيون:	Haining Wang, Jason Clark, Hannah McKelvey, Leila Sterman, Gao Zheng, Zuoyu Tian, Xiaozhong Liu
التنسيق:	مقال
اللغة:	الإنجليزية
منشور في:	University of Borås 2025-03-01
الموضوعات:	Accessible language Language model Text simplification Reinforcement learning Proximal Policy Optimization Open science
الوصول للمادة أونلاين:	https://publicera.kb.se/ir/article/view/47530