LoRA-BAM encloses clustered LoRA features of fine-tuning queries in enlarged boxes and rejects queries outside all boxes, improving near out-of-distribution rejection on a small Qwen model.
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LoRA-BAM: Input Filtering for Fine-tuned LLMs via Boxed Abstraction Monitors over LoRA Layers
LoRA-BAM encloses clustered LoRA features of fine-tuning queries in enlarged boxes and rejects queries outside all boxes, improving near out-of-distribution rejection on a small Qwen model.