To update: the latest version of the Baidu paper now claims to have gone from the 5.98% above to 4.58%.

EDIT: on 2 June, a notification (Reddit discussion) was posted; apparently the Baidu team made far more than the usual number of submissions to test how their neural network was performing on the held-out ImageNet sample. This is problematic because it means that some amount of their performance gain is probably due to overfitting (tweak a setting, submit, see if performance improves, repeat). The Google team is not accused of doing this, so probably the true state-of-the-art error rate is somewhere between the 3rd Baidu version and the last Google rate.