A central theme across the workshop was that proactivity should not be understood only as earlier action or improved prediction, but as a form of initiative that must be appropriately timed, transparent, contestable, and aligned with user goals.
Kirandeep Kaur, Vinayak Gupta, Tanya G. Roosta et al.· ACM SIGIR Forum· 0 citations
It is argued that the core ideas underlying RAG are not new: foundational concepts such as integrating retrieval and language generation, knowledge augmentation, answer verification, and iterative query refinement had already been studied and instantiated in information retrieval (IR) and question answering (QA) resear...
Xiao-Yan Zhao, Yujie Cai, Yang Zhang et al.· 0 citations
Through applied case studies in pharmaceutical discovery and financial systems, common design patterns that make agentic systems successful are analyzed, and practical mitigation strategies for failure modes are discussed, such as verification pipelines, fallback mechanisms, and human-in-the-loop supervision.
Grace Hui Yang, P. Venkit, Hooman Sedghamiz et al.· Proceedings of the 32nd ACM...· 0 citations
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