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#artificial intelligence Preprint Oct 2026

$M^3$: A Multi-LLM System for Multi-Turn Jailbreaking as a Markov Decision Process

An automated red-teaming framework is introduced that formalizes multi-turn jailbreaking as a finite-horizon Markov Decision Process (MDP) without relying on predefined risk taxonomy, providing a scalable and principled framework for multi-turn red-teaming and safety evaluation.

Yu-Qing Huang, Jack Ji, Jithin Pradeep et al. · 0 citations
#artificial intelligence Preprint Oct 2026

The Format is the Filter: Scoring Format Fixes What an LLM Judge Can Express

When an LLM judge filters instruction-tuning data, its scoring format (binary verdict, 1--5 rating, 0--100 score, or comparison) is rarely justified or ablated. Holding the candidate pool, judge prompt, decoding and selection budget fixed, we score 15,406 UltraFeedback candidates under five formats with three judges, c...

Lovedeep Gondara, Jekaterina Novikova, S. Suresh et al. · 0 citations

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