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cs.CL2026
When Forgetting is not Catastrophic: On the Mechanics of Spurious Forgetting
Vedant Palit, Florent Draye, Nicolas Zucchet +2
Knowledge that a language model appears to forget during finetuning often remains stored and can be recovered, a phenomenon called spurious forgetting. Finetuning on new facts can…
cs.CL2026
Language models suffer from a curse of ambiguity
Nicolas Zucchet, Hyun Dong Lee, Scott Linderman
Large language models increasingly rely on sampling as a driver of their own improvement, making the fidelity of their learned distributions more critical than ever. Yet, not all d…