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Paper · arXiv

Leveraging a four-quadrant approach for evaluating Redpine Science

Redpine Science gives models and agents a single access point to a wide range of peer-reviewed literature, queried directly through the Model Context Protocol (MCP) and an API. This report evaluates Redpine Science on two levels: the relevance of the retrieved chunks, and a model's answer when it has access to Redpine Science compared to web search. Both public and expert-validated benchmarks are used. Public benchmarks are a widely accepted way to test model development and are comparable across labs, but risk saturation and memorization. To address this, we complement them with an expert-validated question set. In total, this report presents four evaluations. On ScholarQABench SciFact, ...

AuthorsFilip Dorm, Leonora Vesterbacka
Primary categorycs.CL
Published6 October 2026
Last updated at source6 October 2026
cs.CL
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