9 citations · 14 across the 7 of their papers we have counts for
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cs.CL2026
Seeing Through Conflicts: Improving Instruction Hierarchy Alignment in Vision-Language Models
Nicholas Sansoterra, Zishuo Zheng, Sachin Kumar
Instruction hierarchy (IH) alignment teaches language models to prioritize higher-level instructions when inputs conflict. While studied primarily in text-only settings, vision-lan…
cs.CL2025
Reasoning Up the Instruction Ladder for Controllable Language Models
Zishuo Zheng, Vidhisha Balachandran, Chan Young Park +2
As large language model (LLM) based systems take on high-stakes roles in real-world decision-making, they must reconcile competing instructions from multiple sources within a singl…