3 papers
cs.CL2026
LongWoF-Bench: Evaluating EvoMap Genes for Verifiable Long-Workflow Tasks
Xiao Zhang, Qumeng Sun, Jiahao Li +4
Large language models are increasingly expected to execute complex workflows whose success depends on maintaining interdependent constraints and producing artifacts that satisfy st…
cs.AI2026
AutoResearch: Insight In, Hallucination Out
Yiming Ren, Xiang Liu, Qumeng Sun +4
Autonomous research systems are increasingly capable of executing long research workflows, yet automation alone does not ensure that the resulting process remains scientifically gr…
cs.CR2026
An Effective and Cost-Efficient Agentic Framework for Ethereum Smart Contract Auditing
Xiaohui Hu, Wun Yu Chan, Yuejie Shi +5
Smart contract security is paramount, but identifying intricate business logic vulnerabilities remains a persistent challenge because existing solutions consistently fall short: ma…