The inner-most routine should compute: for each class c, where is a normalizing constant.
in the dataset, 1,174 newspaper articles are annotated with 8 NE categories: ARTiFACT, DATE, LO-CATiON, MONEY, ORGANiZATiON, PERCENT, PERSON, and TiME.