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cs.CL 1

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2025 1

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CONDITIONAL 1

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Fine-Tuning Lowers Safety and Disrupts Evaluation Consistency

cs.CL · 2025-06-20 · conditional · novelty 4.0

Fine-tuning small LLMs on benign data raises harmfulness scores, but those scores vary widely across random seeds, temperatures, and repeated runs, making single-run safety comparisons unreliable.

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  • Fine-Tuning Lowers Safety and Disrupts Evaluation Consistency cs.CL · 2025-06-20 · conditional · none · ref 4

    Fine-tuning small LLMs on benign data raises harmfulness scores, but those scores vary widely across random seeds, temperatures, and repeated runs, making single-run safety comparisons unreliable.