Attribution

Benchmarks

Dataset Name	SOTA Method	Metric
WildDeepfake	GazeCLIP	Accuracy99.68	34	21d ago
ImageNet 2012	SIG	DiffID Score37.84	30	14d ago
Oxford 102 Flower	SIG	DiffID32.24	30	14d ago
Verifiability-Granular (test)	TokenShapley	Attribution Accuracy84.77	28	3mo ago
ImageNet (val)	Smooth Mask	Relevance Rank0.638	20	14d ago
COCO (val)	Gradient SHAP	Relevance Rank49.2	20	1mo ago
Pascal	IntGrad	Avg Attribution F150	18	3mo ago
OpenSurfaces	LIME	Avg Attribution F143	18	3mo ago
QuoteSum (test)	TokenShapley	Accuracy92.51	18	3mo ago
ImageNet-S (val)	Routing Game (RG)	AL0.709	17	26d ago
ALCE Average	C2-Cite++	Avg. F153.2	15	2mo ago
QAMPARI	C-Enhanced	Precision37.3	15	2mo ago
ELI5	C2-Cite++	Precision55.8	15	2mo ago
ASQA	C2-Cite++	Precision76.3	15	2mo ago
Unseen Datasets Average	GazeCLIP	Accuracy96.03	14	2mo ago
DFDC	GazeCLIP	Accuracy94.88	14	2mo ago
Celeb-DF	GazeCLIP	Accuracy93.52	14	2mo ago
XAI-TRIS Scenario 2 (Multiplicative/uncorrelated)	AGOP-Global	PG50.6	9	20d ago
KV Retrieval (test)	ConCite	Accuracy1	9	3mo ago
CLICONSUMMATION multimodal (163 samples)	IMG_RAW	Text F165.52	8	3mo ago
MS-CXR	MATEX	Confidence Drop0.51	7	3mo ago
CLICONSUMMATION text-only (256 samples)	Cite-While-You-Generate (Text)	Macro-F176.33	6	3mo ago

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