FORGE: Forensic Reasoning with Grounded Evidence
Across face-manipulated and fully synthetic content, FORGE produces region-referential explanations answering fine-grained attribute queries and substantially outperforms in-domain baselines on cross-domain evaluations; region-specific evaluation and human studies confirm explanation faithfulness.