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Multimodal Attribution on Multimodal regime
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91.8
Precision
Cohere + LLM
56.96
66.005
75.05
84.095
Jul 1, 2026
Precision
Recall
F1 Score
Updated 22d ago
Evaluation Results
Method
Method
Links
Precision
Recall
F1 Score
Cohere + LLM
Model=GPT
2026.07
91.8
51.9
66.3
Cohere + VLM
Model=GPT
2026.07
85.6
50.2
63.3
LLM
Model=GPT
2026.07
71.3
44.6
54.9
Cohere + MULTATTNATTRIB
2026.07
64.3
56.4
60.1
ColQwen + VLM
Model=GPT
2026.07
62.7
43.3
51.2
VLM
Model=GPT
2026.07
58.3
45.4
51.1
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