Papers by Gracjan Góral

1 papers
Wait, that’s not an option: LLMs Robustness with Incorrect Multiple-Choice Options (2025.acl-long)

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Challenge: Using a framework that combines instruction-following with critical reasoning, we show that the ability of LLMs to override defaults when faced with invalid options is impaired by alignment techniques.
Approach: They propose a framework for evaluating LLMs’ capacity to balance instruction-following with critical reasoning when presented with multiple-choice questions containing no valid answers.
Outcome: The proposed framework improves models' ability to override defaults when faced with invalid options while minimizing the impact of model size and training techniques on the model.

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