Junjie Song

BALANCING REWARDS IN TEXT SUMMARIZATION: MULTI-OBJECTIVE REINFORCEMENT LEARNING VIA HYPERVOLUME OPTIMIZATION

Text summarization is a crucial task that requires the simultaneous optimization of multiple objectives, including consistency, coherence, relevance, and fluency, which presents considerable challenges. Although large language models (LLMs) have demonstrated remarkable performance, enhanced by reinf…