Open access
Jul 2026
Structured multi-level knowledge augmentation via small-to-large evidence-guided collaboration for knowledge-based VQA
This work proposes an inference-time evidence augmentation framework for frozen-LLM-based KB-VQA that focuses on how question-relevant multimodal evidence can be systematically constructed, refined, and organized before LLM inference.
Meng Zhang, Da-Yu Wu, Wonjun Chung
· Frontiers in Artificial Inte... · 0 citations