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Lei A. Clifton

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#machine learning Preprint Sep 2026

LabFactory: Building and Evaluating Executable AI Labs

A framework in which an AI builder turns a scientific brief into an executable AI lab: a task-specific solver that integrates models, knowledge resources, tools, and a controller behind a fixed interface is presented.

Jin-Ge Wu, Hong-Jian Zhou, Ming Zeng et al. · 0 citations
Preprint Aug 2026

When Text and Numbers Disagree: Evidence Arbitration in Large Language Models

It is suggested that current LLMs often rely on heuristic arbitration strategies when integrating heterogeneous evidence, highlighting a failure mode for tool-augmented decision systems.

Mattia Carletti, Edward Phillips, Fredrik K. Gustafsson et al. · 0 citations

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