Pei-Xin Liu

Can Large Language Models Anticipate Behavioral Responses to Social Policies? A Case of Pension Enrollment Prediction among China's Flexible Workers

FlexPension-LLM is presented, the first domain-specialized large language model for a hierarchical pension-enrollment prediction task among flexible workers in China, and DKI-RDistill is introduced, which injects policy-grounded cues into the prompt, including Probit-derived marginal effects and hukou-province pension...