The CoNLL 2003 Shared Task was one in a series of shared tasks on different aspects of natural language processing.
To get started, go to the tutorial CoNLL-2003 Shared Task: Named Entity Recognition here in linguisticsweb.org and follow the steps described for creating the CoNLL training and test files.