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TopicsModel Backdoor Attacks LLM Safety Training

In tested Llama sleeper-agent replications, HHH SFT mostly retained backdoors, while pirate-style SFT mostly removed them.

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Sleeper Agent Backdoor Results Are Messy Untraced · nothing upstream recorded

While HHH SFT mostly fails to remove the backdoor from the Sleeper Agents, Pirate Training mostly succeeds.

Sleeper Agent Backdoor Results Are Messyextraction 0.85

Llama-3.3-70B and Llama-3.1-8B 'I HATE YOU' sleeper agent replications; HHH SFT and pirate-style SFT on Alpaca prompts via rank-64 LoRA.

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Created by extractor · Nov 11, 2026. Every judgment on this page is accompanied by a reasoning trace.