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cs.AI2026
: A Multi-LLM System for Multi-Turn Jailbreaking as a Markov Decision Process
Yuqing Huang, Jack Ji, Jithin Pradeep +2
Modern Large Language Models (LLMs) remain vulnerable to carefully orchestrated multi-turn interactions that progressively bypass safety mechanisms. However, many existing red-team…
cs.AI2026
The Format is the Filter: Scoring Format Fixes What an LLM Judge Can Express
Lovedeep Gondara, Jekaterina Novikova, Sagarika Suresh +2
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 candida…