Author

Nan Xu

h-index 1 View on Semantic Scholar

We have 1 of 5 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

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 · arXiv.org · 0 citations