Tree-of-Evidence frames multimodal interpretability as discrete optimization and uses beam search with evidence bottlenecks to recover compact evidence sets that reproduce model predictions at over 0.98 of full AUROC.
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Tree-of-Evidence: Efficient "System 2" Search for Faithful Multimodal Grounding
Tree-of-Evidence frames multimodal interpretability as discrete optimization and uses beam search with evidence bottlenecks to recover compact evidence sets that reproduce model predictions at over 0.98 of full AUROC.