arXiv cs.AIPaper
LLM Trojans that Increase Response Lengths and Cost
This is a genuine vulnerability in the token-cost era. When response tokens cost 5x prompt tokens, a subtle trigger that makes an LLM unnecessarily verbose becomes a direct attack on your bill. If you're running LLMs at scale, audit your fine-tuning pipeline for poisoned training data and implement length limits as a guardrail.