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cs.CL2026
When Role-playing, Do Models Believe What They Say?
Benjamin Sturgeon, David Africa, Sid Black
Language models can state that "the Earth orbits the Sun" and, when role-playing Aristotle, assert the opposite. Recent work argues that persona adoption is fundamental to how lang…
cs.CL2025
Do Large Language Models Know What They Are Capable Of?
Casey O. Barkan, Sid Black, Oliver Sourbut
We investigate whether large language models (LLMs) can predict whether they will succeed on a given task and whether their predictions improve as they progress through multi-step…