Hi all: >From Martin Rajman to Lin Chase: Computing cross entropy is interesting, but is there any evidence showing that it correlates with the accuracy of the systems? My response: For evaluation confidence annotations (at any level), simply measuring reduction in cross-entropy is absolutely not enough. In my Granada papers on this topic I give detailed examples indicating that application- specific measures are very important. Thanks Lin