The document evaluates existing named entity recognition tools on microposts. It finds that while individual tools perform well, they each have shortcomings in recognizing certain entity types like small locations or organizations. The document proposes combining the outputs of multiple tools using machine learning, and finds this approach achieves better performance than individual tools. It concludes that existing tools provide a good starting point for NER on microposts, but combining their outputs helps address their individual weaknesses.