Author

Jan Scholtes

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#artificial intelligence Preprint Sep 2026

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

A gradient-based head attribution strategy where the Token-level Max-Margin loss is backpropagated to the attention maps enables a large-scale causal analysis of attention heads, making it suitable for LLMs.

Paweł Mąka, Yusuf Can Semerci, Jan Scholtes et al. · 0 citations

#natural language process... Preprint Sep 2026

Align, Integrate, and Fire: Efficient Token-Level Alignment for Zero-Shot SpeechLLMs

Aligned Continuous Integrate-and-Fire, a highly efficient framework for zero-shot speech processing that dynamically compresses continuous acoustic frames into the exact discrete token length of the target text utilizing explicit Dynamic Time Warping alignments is introduced.

Abderrahmane Issam, Yusuf Can Semerci, Jan Scholtes et al. · 0 citations