Before the Arrest: Benchmarking LLMs on Criminal Profiling from Incomplete Evidence
The Profiling, Investigation, and Judgment (PIJ), comprising 2,500 real homicide cases from five countries, is introduced and it is found that performance degrades systematically as tasks shift from explicit fact extraction to implicit reasoning over unknown suspect profiles.
Yu-Tong Yao, Yan-Jie Cao, Guan-Hua Chen et al.
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