Author

Shamil Assylbekov

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Preprint Aug 2026

TRACES: A Benchmark for Epistemic Reliability in Scientific Reasoning by LLMs

A probe corpus of 42 retracted, fraudulent, and pseudoscientific papers is paired with a methodology for eliciting and scoring single-shot model engagement with each paper's framing, indicating an urgent need for guardrail infrastructure for scientific deployment of language models.

V. Rodionov, Shamil Assylbekov · 0 citations