Author

Verna Dankers

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#artificial intelligence Jul 2026

LACUNA: A Testbed for Evaluating Localization Precision for LLM Unlearning

LACUNA is introduced: the first unlearning testbed with ground-truth parameter-level localization and shows that when localization is successful, even a simple gradient-based unlearning method achieves strong erasure and robustness to resurfacing attacks, highlighting the importance of precise unlearning.

Matteo Boglioni, Thibault Rousset, Siva Reddy et al. · arXiv.org · 2 citations

Jul 2026

Evaluating Communicative Belief Updates in Large Language Models via Implicature Recognition and Cancellation

It is found that LLM belief update understanding lags behind that of humans, especially in more naturally-occurring scenarios, and the first expert-annotated implicature cancellation dataset, ImplicatureX, is created, crowdsourced for human judgements of implicatures and their corresponding cancellations.

C. Piano, Verna Dankers, Marius Mosbach et al. · arXiv.org · 1 citation