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cs.AI2026
EverMine: Dissecting the Self-Evolution of Research Capabilities in Long-Horizon Alpha Research
Siyuan Li, Jiangfeng Zhang, Rui Yao +3
Self-evolving agents aim to turn research feedback into reusable skills, tools, and research rules. Whether these accumulated capabilities continue to improve later research requir…
cs.AI2026
When Evidence Changes the Subject: Subject-Typed Claim Licensing for Learned Routing
Jian Chen, Zixuan Yuan
Modern learned systems increasingly combine learned components with search, repair, or external solvers. Benchmarks often measure the resulting end-to-end system, while scientific…
cs.AI2025
DeKeyNLU: Enhancing Natural Language to SQL Generation through Task Decomposition and Keyword Extraction
Jian Chen, Zhenyan Chen, Xuming Hu +7
Natural Language to SQL (NL2SQL) provides a new model-centric paradigm that simplifies database access for non-technical users by converting natural language queries into SQL comma…