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Breaking Safety at the Token Boundary: How BPE Tokenization Creates Exploitable Gaps in LLM Alignment

arXiv cs.CL · 2026-07-03 Cached

This paper identifies that BPE tokenization fragments safety-critical words into subword pieces, creating exploitable gaps in LLM alignment. Character-level perturbations can bypass safety by disrupting token boundaries, achieving 80-100% refusal flip on HarmBench prompts with 48% harmful outputs across five model families.

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