DPS quantifies deviation of per-sample decision patterns from class averages and shows linear correlation with generalization gaps while unifying degradation scenarios into a continuous trajectory.
Concept bottleneck models
2 Pith papers cite this work. Polarity classification is still indexing.
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UNVERDICTED 2representative citing papers
AnalyticScore applies new FGTI interpretability principles to text-based scoring and achieves accuracy within 0.06 QWK of uninterpretable state-of-the-art while matching human featurization on the ASAP-SAS dataset.
citing papers explorer
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Understanding Generalization through Decision Pattern Shift
DPS quantifies deviation of per-sample decision patterns from class averages and shows linear correlation with generalization gaps while unifying degradation scenarios into a continuous trajectory.
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Interpretability from the Ground Up: Stakeholder-Centric Design of Automated Scoring in Educational Assessments
AnalyticScore applies new FGTI interpretability principles to text-based scoring and achieves accuracy within 0.06 QWK of uninterpretable state-of-the-art while matching human featurization on the ASAP-SAS dataset.