Papers by Nishanth Madhusudhan

1 papers
Do LLMs Know When to NOT Answer? Investigating Abstention Abilities of Large Language Models (2025.coling-main)

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Challenge: Abstention Ability (AA) is a critical aspect of Large Language Model (LLM) reliability.
Approach: They propose a black-box evaluation approach and a new dataset, Abstain-QA, to rigorously assess AA across varied question types, domains, and task types.
Outcome: The proposed evaluation process and new dataset, Abstain-QA, are crafted to rigorously assess AA across varied question types, domains, and task types.

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