The encoder can be trained with block-causal attention at no measurable accuracy cost, making temporal ordering a property of the encoder itself

since no asymmetry between branches is required, the encoder can be trained with block-causal attention at no measurable accuracy cost: temporal ordering becomes a property of the encoder itself

http://arxiv.org/abs/2608.27395v1