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Critical Assessment of Information Extraction in Biology - data sets are available from Resources/Corpora and require registration.

Links

CHEMDNER Task: External resources list [2013-08-14]

Databases, lexical resources and nomenclatures

Chemical/drug NER/indexing programs

Useful Machine Learning and NER software (short)

NLP and other useful tools

Downloads