Author

Junjie Wang

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#natural language process... Apr 2026

From Procedural Skills to Strategy Genes: Towards Experience-Driven Test-Time Evolution

The results suggest that the core problem in experience reuse is not how to supply more experience, but how to encode experience as a compact, control-oriented, evolution-ready object.

Jun-Jie Wang, Yi-Ming Ren, Haoyang Zhang · arXiv.org · 9 citations

#natural language process... Preprint Aug 2026

LongWoF-Bench: Evaluating EvoMap Genes for Verifiable Long-Workflow Tasks

EvoMap results show that verified execution experience can be retained and shared as a reusable external resource, enabling models to improve long-workflow completion without repeatedly paying the full cost of experience discovery.

Xiao Zhang, Qu-Meng Sun, Jiahao Li et al. · 0 citations