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cs.HC2026
Structure-Aware Rendering: How Code Reveal Shapes Programmers' Visual Attention
Xiaotian Su, Jan Brasser, David Robert Reich +2
AI coding interfaces present generated code either all at once or token-by-token. These rendering strategies reflect model generation rather than how programmers actually read code…
cs.CL2026
A Factorial Study of Synthetic Data Generation for Low-Resource Machine Translation using Grammar Books
Varun Ghat Ravikumar, Sina Ahmadi, Lena Jäger +1
Most endangered languages lack the parallel data required for machine translation, despite the existence of descriptive grammar books. We introduce a pipeline that uses large langu…
cs.CR2026
Training LLMs to Enforce Multi-Level Instruction Hierarchies via Gravity-Weighted Direct Preference Optimization
Lena S. Bolliger, Lena A. Jäger
Production LLMs receive instructions from sources with very different levels of trust, yet attend to every token with uniform architectural privilege. This is the structural vulner…