The "10th Juror": Open-Set Standpoint Screening for Bureaucratic Bias Detection

arXiv:2610.11136 · cs.CL · Submitted 2026-10-08 · Read on arXiv

cs.CL

Submitted: 2026-10-08

Updated: 2026-10-08

Comments: 19 pages, 6 figures. Accepted at EMNLP 2026

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• RAG — 19× in this paper · explained in 3 episodes
• Benchmark — 14× in this paper · explained in 2 episodes
• Verification — 14× in this paper · explained in 2 episodes
• Trace — 13× in this paper · explained in 2 episodes
• F1 Score — 6× in this paper · explained in 3 episodes
• Grounding — 5× in this paper · explained in 3 episodes
• Core — 4× in this paper · explained in 2 episodes
• Fidelity — 4× in this paper · explained in 2 episodes
• Generalization — 4× in this paper · explained in 13 episodes
• Open-Set Standpoint Screening — 4× in this paper
• Over-Governance Rate — 4× in this paper
• Ablation — 3× in this paper · explained in 1 episode
• Alert-based Routing Gate — 3× in this paper
• Cosine Similarity — 2× in this paper · explained in 3 episodes
• Embeddings — 2× in this paper · explained in 2 episodes
• Knowledge Base Construction — 2× in this paper · explained in 2 episodes
• Normative Evidence Contextualization — 2× in this paper
• Ontology — 2× in this paper · explained in 2 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Semantic Fidelity — 2× in this paper
• Actor — 1× in this paper · explained in 3 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Benchmarking — 1× in this paper · explained in 3 episodes
• Bias Governance Score — 1× in this paper
• Bias Mitigation Rate — 1× in this paper
• Cooperation — 1× in this paper · explained in 2 episodes
• Cross-lingual Transfer — 1× in this paper · explained in 2 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Human-in-the-Loop — 1× in this paper · explained in 3 episodes
• Intersectionality — 1× in this paper · explained in 2 episodes
• Multi-Agent Framework — 1× in this paper · explained in 3 episodes
• Multi-agent Collaborative Framework — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes

Sources

• BERTje: A Dutch BERT Model
• Aetheria: A multimodal interpretable content safety framework based on multi-agent debate and collaboration
• CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society
• MAD-Fact: A Multi-Agent Debate Framework for Long-Form Factuality Evaluation in LLMs
• Generative Agents: Interactive Simulacra of Human Behavior
• LegalBench-RAG: A Benchmark for Retrieval-Augmented Generation in the Legal Domain
• AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

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