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Liwei Dong

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Preprint Jul 2026

From Execution to Capability: Scientific Experience Consolidation via Procedural Knowledge Synthesis

SciConsolidate is introduced, which contrasts verified successes and failures to induce cross-task procedures, selects them through a development-validation gate, and uses failure-informed, answer-free query synthesis to expand the consolidation data without requiring pre-existing reference answers.

Liwei Dong, Jiahao Zhao, Nan Xu · 0 citations