Unverified50% confidenceBenchmarkExact time
The Macro F1 of the factor identification module is only 0.5562, significantly lower than the risk assessment and evidence tracing tasks.
1
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50%
Confidence
Long-term
Relevance
10/8/2026
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Related Claims
UnverifiedEvidence tracing achieved a Macro row F1 of 0.7605 on the test set.71% similarUnverifiedWhen no article is provided at all, Fiorillo v0.5's macro-F1 drops sharply to 0.4384, indicating that the model relies on the body text.70% similarUnverifiedThe strongest controlled direct baseline achieved only 0.371±0.018 on the logical F1 metric, which is lower than EviDent-CBCT's 0.402.67% similarUnverifiedIn this task, identifying where a problem occurs (localization F1 generally above 0.78) is much easier than accurately determining the type of problem (label F1 around 0.5).67% similarUnverifiedCriticGen's F1 scores on criteria-based rationales and actionable suggestions improved from 0.6369/0.5994 to 0.7554/0.7900, respectively.67% similar
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