2 papers
cs.AI2026
Instruction Duplication as an Inference-Time Control Primitive
Victor Lavrenko
Procedural instruction following is a basic requirement for controllable language-model systems, especially when generated trajectories are inspected or repaired downstream. We int…
cs.AI2026
Answer Engineering: Local Trajectory Editing for Protocol-Constrained Decision Making in Large Language Models
Victor Lavrenko, Anastasiia Molodnitskaia
Large language models can produce confident but protocol-invalid answers in domains where procedural compliance is critical. This paper presents Answer Engineering, a deterministic…