Scaling Attention Head Analysis via Gradient-Based Attribution in Context-Aware Machine Translation.

arXiv:2609.28117v1 Announce Type: cross Abstract: In this paper, we introduce a gradient-based head attribution strategy where the Token-level Max-Margin loss is backpropagated to the attention maps. This framework enables a large-scale causal analysis of atte