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NeurIPS 2026Inductive TechnologiesSanta Fe Instituteuci.eduSandia National LaboratoriesLLM evaluation & benchmarks

Distinguishing Performance From Competence in Evaluations of Humanlike Abstract Reasoning

Claas Beger, Ryan Yi, Shuhao Fu, Kaleda K Denton and 4 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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medium 0/10
strict 0/5
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NeurIPS 2026Inductive TechnologiesSanta Fe InstituteLLM evaluation & benchmarks

PotARCin: Multi-Dimensional Evaluation of Skill Acquisition in Abstract Reasoning Tasks

PotARCin extends ARC with five-dimensional abstract rule evaluation, revealing 25-52 point accuracy gaps versus standard evaluation and 1-8% scores on held-out tasks.

Claas Beger, Ryan Yi, Melanie Mitchell

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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16/20 AI panelreviewers recommend it

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AI panel: 16 of 20 reviewers recommend it
lenient 4/5
medium 10/10
strict 2/5