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Interpretability without actionability: mechanistic methods cannot correct language model errors despite near-perfect internal representations

arXiv – CS AI|Sanjay Basu, Sadiq Y. Patel, Parth Sheth, Bhairavi Muralidharan, Namrata Elamaran, Aakriti Kinra, John Morgan, Rajaie Batniji|March 20, 2026 at 04:00 AM

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Interpretability without actionability: mechanistic methods cannot correct language model errors despite near-perfect internal representations

Your company’s AI could delete everything in 9 seconds. ServiceNow wants to be the kill switch

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