arXiv:2511.18499cs.CL2025-11
呼吁文学学者参与大模型可解释性研究，以突破单一工具标准的局限。
For Those Who May Find Themselves on the Red Team
- 主张文学学者介入大模型可解释性研究
- 强调当前解释方法过于依赖工具性标准
- 建议通过红队测试等场景开展跨学科对话
本文主张，文学学者必须参与大型语言模型（LLM）可解释性研究。尽管这一参与可能涉及意识形态冲突，甚至隐含共谋风险，但其必要性显而易见：当前解释方法的工具性本质不应成为衡量模型解释的唯一标准。我提出，红队（red team）是开展这一思想交锋的一个可行场所。
原文摘要 · Abstract (English)
This position paper argues that literary scholars must engage with large language model (LLM) interpretability research. While doing so will involve ideological struggle, if not out-right complicity, the necessity of this engagement is clear: the abiding instrumentality of current approaches to interpretability cannot be the only standard by which we measure interpretation with LLMs. One site at which this struggle could take place, I suggest, is the red team.
可解释性文学研究大模型红队
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