"The NIST SAMATE project conducted the first Static Analysis Tool Exposition (SATE) in 2008 to advance research in static analysis tools that find security defects in source code. The main goals of SATE were to enable empirical research based on large test sets and to encourage improvement and speed adoption of tools. The exposition was planned to be an annual event."
If you are interested, you can download the SATE data and the NIST SATE Special Publication.
Source: Rgaucher Blog