Seismic surveys are a valuable source of information for mineral exploration activities. We introduce a reflection seismic survey dataset acquired at four distinct hard rock mining sites to stimulate the development of new seismic data interpretation approaches. In particular, we provide annotations as well as a sound benchmarking methodology to evaluate the transferability of supervised first break picking solutions on our dataset. We train and evaluate a baseline solution based on a U-Net and discuss potential improvements to this approach.