SAGE: From Direct Answering to Evidence-Grounded Inference for Chinese Ancient Document Understanding
SAGE is an evidence-grounded multi-agent framework that reformulates Chinese ancient document understanding as evidence-grounded inference rather than direct answer generation, highlighting the importance of structured, evidence-grounded inference beyond model scaling.