2 papers
cs.AI2026
Success Is Not Self-Explanatory: Auditing Success Provenance in Agent Evaluation
Jingkun Luo, Da-Tian Peng
A correct answer can conceal why an agent succeeded. Once agents change their information state during evaluation, correctness no longer distinguishes intended reasoning from answe…
cs.CL2026
SenFlow: Inter-Sentence Flow Modeling for AI-Generated Text Detection in Hybrid Documents
Jingkun Luo, Yifan Sun, Da-Tian Peng +1
Sentence-level AI-generated text detection (S-AGTD) for hybrid documents, where humans and LLMs co-author one text, faces two gaps: existing methods classify each sentence in isola…