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Bingbing Liang

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#software testing Open access Sep 2026

Heritage response scoring: an image-free fixed-output reproduction core

This software and data package supports deterministic recomputation of response parsing and panel admission in a finite multimodal heritage panel, using frozen experimental responses. The package contains 9,600 follow-on raw-response records under aliases M1-M4; a 43,200-row derived evaluation table; the evaluator cont...

Bingbing Liang · 0 citations
#software testing Open access Sep 2026

RetainQAudit: Paired retain-q selection-change auditing for ragged rating arrays

RetainQAudit is a bounded Python package for auditing selection changes under a per-item retain-q constraint in ragged rating arrays. It constructs unconstrained and capacity-constrained removal sets from the same priority order, exports exchanged members, verifies target-coverage accounting, and retains explicit failu...

Bingbing Liang · 0 citations

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