Above experiments shows that adding more contextual information into lexicon significantly improves the chunking accuracy.
this improvement is gained at the expense of a very large lexicon and we fred it difficult to merge all the above context-dependent lexicons in a single lexicon to further improve the chunking accurracy because of memory limitation.