Author

S. Matsoukas

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Review Jul 2026

A Threshold Exceedance Framework for CBRN Uplift Evaluation in Frontier Language Models

A Threshold Exceedance Criteria (TEC) framework is introduced that decomposes an uplift study into independently executable components: determining non-expert participant eligibility, defining the CBRN threat scope for the study, and statistically estimating material uplift.

Rahul Gupta, Abhinav Mohanty, Payal Motwani et al. · arXiv.org · 0 citations

Preprint Aug 2026

Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces

Reasoning Jury, a system that replaces the single judge with a jury of LLMs and a moderated consensus mechanism, is introduced to improve the fidelity of judgments for identifying reasoning defects and can be leveraged to understand failure modes of reasoning LLMs on benchmarks, which allows much deeper understanding of a model's performance.

Congchao Wang, D. Singh, Qiaozi Gao et al. · 0 citations