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Limitations of Automated Simulatability: LLM Simulators Can Bypass Explanations

Poché, Antonin et al.
arXiv (All) · Papers
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computation-and-languagemachine-learning
Simulatability is an evaluation protocol for explanations that quantifies their usefulness by how well they help a user predict a task model's outputs. Since human evaluation is costly, automated simulatability replaces human explainees with LLM simulators, as proposed in ConSim (Poché et al., 2025)
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