Evidence Provenance
A mechanism that records the original data sources, retrieval paths, and processing steps on which AI decisions depend, forming a complete chain from conclusions back to evidence, for compliance auditing and decision reproduction.
Timeline (last 90 days)
Evidence lineage records the original data sources, retrieval paths, and processing steps that each decision relies on, forming a complete chain from conclusion back to evidence.
The framework consists of three interrelated task modules: risk assessment, evidence tracing, and factor identification.
The evidence tracing module introduces a risk–evidence constraint mechanism to ensure consistency between the extracted evidence and the risk prediction results.
Evidence tracing achieved a Macro row F1 of 0.7605 on the test set.
All Facts (4)
Evidence lineage records the original data sources, retrieval paths, and processing steps that each decision relies on, forming a complete chain from conclusion back to evidence.
50%UnverifiedThe framework consists of three interrelated task modules: risk assessment, evidence tracing, and factor identification.
50%UnverifiedThe evidence tracing module introduces a risk–evidence constraint mechanism to ensure consistency between the extracted evidence and the risk prediction results.
50%UnverifiedEvidence tracing achieved a Macro row F1 of 0.7605 on the test set.
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