In earlier work the 3d time dependent fully compressible CFD code ADREA-HF was applied againstlarge-scale LH2 release experiments in the vicinity of buildings. In the present contribution theADREA-HF code is applied to simulate large-scale LH2 spill tests in open, unobstructed environment.A series of simulations were performed to investigate on the effects of the source model (jet or pool),the modelling of the earthen sides of the pond around the source and the inclusion of a contact groundheat transfer. The predicted hydrogen concentrations (by vol.) are compared against the experimentalat the available sensor locations. In addition the predicted structure of the concentration field iscompared against the experimental, which was originally derived from temperature measurements.Modelling the source as a two-phase jet pointing downwards, including the modelling of the earthensides of the pond as a fence and the contact heat transfer to the ground gave the best agreement withrespect to experimental behaviour.