公开(公告)号：US11790227B1

公开(公告)日：2023-10-17

申请号：US17148742

申请日：2021-01-14

申请人： Educational Testing Service

发明人： Brian W. Riordan ,  Kenneth Steimel ,  Michael Flor ,  Robert A. Pugh

IPC分类号： G06N3/08 ,  G06F40/284 ,  G06F40/232

CPC分类号： G06N3/08 ,  G06F40/232 ,  G06F40/284

摘要： Systems and methods are disclosed for automatically scoring a constructed response using a neural network. In embodiments, a constructed response received by a processing system may be processed to divide the constructed response into multiple series of word tokens, wherein each word token includes a sequence of characters. The constructed response may be further processed to correct one or more spelling errors. The word tokens may be encoded to generate representation vectors for the constructed response. A set of nonlinear operations may be applied to the plurality of representation vectors in a neural network to generate a single vector output. A set of predetermined network weights may be applied to the vector output of the neural network to generate a scalar output for scoring the constructed response.