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Author

Neil Getty

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Sep 2026

EAIRA: Establishing a methodology for evaluating LLMs as scientific research assistants

Recent advancements have positioned AI, and particularly Large Language Models (LLMs) as transformative tools for scientific research, capable of addressing complex tasks that require reasoning, problem-solving, and decision-making. Their exceptional capabilities suggest their potential as scientific research assistant...

Franck Cappello, Sandeep Madireddy, Robert Underwood et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Structured Sparse Memory for Recurrent Reasoning

Recurrent models trained from scratch have recently become competitive on ARC-style reasoning tasks, but the usual framing around small recurrent backbones overlooks two important parts of the system: task-conditioned memory and synthetic augmentation data. We study this regime through CHARM, a compact hybrid ARC model...

Zi-Xuan Zhao, Samuel Wheeler, Neil Getty et al. · 0 citations

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