20% poison + 80% clean data spikes misalignment to 15.7% vs 6.7% with pure poison

OwainEvans_UK · x · 2026-11-11

Key experiment: fine-tuning Qwen3-8B on reward hacks. 100% poison data barely increases misalignment even under the trigger prompt (4.3% → 6.7%). But with 20% poison and 80% clean (no hacks) data, misalignment jumps to 15.7% under the trigger (itself an inoculation prompt) — dilution strengthens the backdoor.

Related event: Owain Evans Team's "Homeopathic Learning": Clean Data Can Strengthen Poisoned Fine-tuning(9 posts)→

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