Free-text answers and LLMs reveal hidden reasons behind human choices

Why do people make the choices they do? Researchers from the Center Synergy of Systems (SynoSys) at TUD Dresden University of Technology, the Max Planck Institute for Human Development, and the ...
Journal of Medical Internet Research

Plain Language Summarization of Environmental Health Research Using Generative AI: Community-Engaged Qualitative Study

Data were analyzed using thematic analysis informed by knowledge translation frameworks to identify preferred structural, linguistic, and contextual features of the summaries. Results: Participants ...
IEEE

Deep Learning Approaches for Enhanced Automatic Text Summarization

Abstract: Although there is a wealth of information on the internet these days, it can be challenging to find it quickly and effectively. You may have trouble finding the precise information you need ...
IEEE

Reinforcement Learning With Verifier Guidance and Penalty Shaping for Vietnamese Summarization Using Small Language Models

Abstract: Reinforcement learning (RL) can optimize abstractive summarization toward task quality criteria, but imperfect rewards can cause reward hacking, factual drift, and unstable updates. This ...