All Verdicts are Not Equal: Rethinking LLM Judge Reliability

arXiv:2610.12083 · cs.CL, cs.AI · Submitted 2026-10-08 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-10-08

Updated: 2026-10-08

Terminology

• Accuracy — 44× in this paper · explained in 1 episode
• Benchmark — 26× in this paper · explained in 2 episodes
• Consistency — 17× in this paper · explained in 3 episodes
• LLM judge — 10× in this paper · explained in 2 episodes
• LLM-as-a-Judge — 7× in this paper · explained in 3 episodes
• Robustness — 5× in this paper · explained in 5 episodes
• Failure Modes — 4× in this paper · explained in 3 episodes
• Alignment — 2× in this paper · explained in 1 episode
• Conformal Prediction — 2× in this paper · explained in 5 episodes
• Generalizability — 2× in this paper · explained in 6 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Abstention — 1× in this paper · explained in 1 episode
• Adversarial Attacks — 1× in this paper · explained in 1 episode
• Adversarial Robustness — 1× in this paper · explained in 3 episodes
• Agentic Evaluation — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 7 episodes
• Computational Tractability — 1× in this paper · explained in 2 episodes
• Core — 1× in this paper · explained in 2 episodes
• Hallucination — 1× in this paper · explained in 3 episodes
• Hallucination Detection — 1× in this paper · explained in 2 episodes
• Low-Resource Languages — 1× in this paper · explained in 4 episodes
• Pairwise Comparisons — 1× in this paper · explained in 2 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Structured Prompting — 1× in this paper · explained in 2 episodes
• Verifiable Rewards — 1× in this paper · explained in 2 episodes

Sources

• AgentWorld: Personality-Aware Reliability Evaluation for Agentic Information Retrieval
• The Llama 3 Herd of Models
• Conversational Query Engine for Mixed-Modality Heterogeneous Enterprise Data Sources

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