Prefilling Attack

Improving LLM First-Token Predictions in Multiple-Choice Question Answering via Output Prefilling
Improving LLM First-Token Predictions in Multiple-Choice Question Answering via Output Prefilling

A simple prefilling strategy that makes first-token probability evaluation more reliable for multiple-choice LLM benchmarks.

Jan 1, 2026