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Showing papers from IDEAS NCBR Sp. z o. o. Address: Chmielna 69, 00-801 Warsaw VAT Number: EU 7011017605 Show all papers

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NeurIPS 2026U OxfordU TorontoIDEAS NCBR Sp. z o. o. Address: MATSnational university of singaore,Hallucination & factuality

Negation Neglect: When models fail to learn negations in training

Fine-tuning LLMs on documents that flag claims as false makes them believe those claims, with belief rates jumping from 2.5% to 88.6%, though local negation phrasing largely prevents it.

Harry Mayne, Lev McKinney, Jan Dubiński, Adam Karvonen and 2 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 17 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 4/5
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NeurIPS 2026IDEAS NCBR Sp. z o. o. Address: U WarsawWarsaw University of TechnologyCenter on Long-Term RiskU OxfordBackdoors & data poisoning

Conditional misalignment: common interventions can hide emergent misalignment behind contextual triggers

Common interventions suppress emergent misalignment only under standard evaluations, yet hidden contextual triggers still elicit worse misalignment resembling training conditions.

Jan Dubiński, Jan Betley, Anna Sztyber-Betley, Daniel Tan and 1 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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12/20 AI panelreviewers recommend it

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 6/10
strict 1/5