公开(公告)号：AU2021236965A1

公开(公告)日：2022-09-01

申请号：AU2021236965

申请日：2021-03-08

Applicant: IBM

Inventor： SULTAN M D ARAFAT ,  CASTELLI VITTORIO ,  CHANDEL SHUBHAM ,  FERNANDEZ ASTUDILLO RAMON

IPC: G06F16/332

Abstract: An artificial Intelligence (AI) computer platform to incorporate synthetic data and ground truth data, and to promote diversity and accuracy in generating the synthetic data. Synthetic questions are generated by a question generator in response to semantically related ground truth passage and answer data. Each generated question is presented to an answer generator together with the semantically related ground truth passage. Each synthetic question is evaluated with respect to its diversity from previous synthetic questions generated for the same ground truth passage and answer data. Each synthetic question is also evaluated with respect to the accuracy of the answer generated by the answer generator. A reward function that captures both accuracy and diversity of each synthetic question is leveraged to selectively modify the question generator, with the selective modification(s) directed at increasing textual diversity and maintaining accuracy of the generated synthetic questions.