A3Bench is introduced, an audience-aligned benchmark for evaluating video audience insights with large-scale videos and high-quality multilingual comments and Cognition Interaction of Thought (CIoT), a structured reasoning framework that emulates key aspects of cognitive processes is proposed.
Yi-Ming Lei, Guozhen Peng, Ze-Ming Liu et al.· Frontiers of Computer Scienc...· 0 citations
Experiments on WebShop, ALFWorld, and visual Sokoban show consistent improvements across language and vision-language models, while diagnostic ablations support the effectiveness of Bellman fixed-point value estimation and show that step-level credit should be incorporated selectively rather than uniformly into the fin...
Hongxi Yan, Ziyue Huang, Shichao Fan et al.· 1 citation
LivingRAG adds a writable experience store to a graph-based retrieval backbone, enabling verified experiences to be reused during inference in two ways, and analyzes online QA streams and finds reusable signals from shared entities, graph neighborhoods, and question templates.
