Author

Chanjun Park

Soongsil University

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#artificial intelligence Preprint Aug 2026

EvoSkill Injection: Red-Teaming Autonomous Skill Generation and Evolution in Self-Evolving Agents

A red-teaming framework for evaluating this threat model targeting the autonomous skill generation and evolution pipeline of self-evolving agents and shows that SARGE induces malicious skill formation and that injected skills are persistently stored and repeatedly activated, highlighting the risk of persistent capabili...

Doyun Kim, Chanwoo Kim, Sugyeong Eo et al. · 0 citations

#natural language process... Preprint Aug 2026

Beyond Consensus: Downward Bias and Role Asymmetry in Multi-Agent LLM Judges for Subjective Evaluation

It is demonstrated that multi-agent consensus can enforce artificial agreement at the expense of true human alignment at the expense of true human alignment, revealing a structural limitation in consensus-style, role-specialized MAD protocols for subjective scoring.

Mi-Ra Song, Chanwoo Kim, Sugyeong Eo et al. · 0 citations

#natural language process... Review Aug 2026

Auditing MCQA Benchmarks through Probability Landscapes

A probability-based framework for auditing MCQA benchmarks using model output distributions and introduces noise injection to reduce meaningful distractor competition, suggesting that this framework provides a lightweight audit lens for comparing macro-level benchmark structure and prioritizing individual items for tar...

Mi-Ra Song, Chanjun Park · 0 citations