TraceAlign attributes LLM safety failures to memorized training spans using a suffix-array index and a rarity score called BCI, and powers three defenses that reportedly reduce drift by up to 85%.
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TRACEALIGN -- Tracing the Drift: Attributing Alignment Failures to Training-Time Belief Sources in LLMs
TraceAlign attributes LLM safety failures to memorized training spans using a suffix-array index and a rarity score called BCI, and powers three defenses that reportedly reduce drift by up to 85%.