Wiktionary
bench trial
n. (context legal English) A trial by judge as opposed to a trial by jury.
Wikipedia
Bench trial
A bench trial is a trial by judge, as opposed to a trial by jury. The term applies most appropriately to any administrative hearing in relation to a summary offense to distinguish the type of trial. Many legal systems ( Roman, Islamic) use bench trials for most or all cases or for certain types of cases.