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.
Rohit Kundu, Shan Jia, Vishal Mohanty et al.
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