Beyond the Illusion of Consensus: From Surface Heuristics to Knowledge-Grounded Evaluation in LLM-as-a-Judge | ScienceToStartup | ScienceToStartup

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References (33)

[1]

Autorubric: A Unified Framework for Rubric-Based LLM Evaluation

2026D. Rao, Christopher Callison-Burch

[2]

CM2: Reinforcement Learning with Checklist Rewards for Multi-Turn and Multi-Step Agentic Tool Use

2026Zhen Zhang, Kaiqiang Song et al.

[3]

MENTOR: A Metacognition-Driven Self-Evolution Framework for Uncovering and Mitigating Implicit Domain Risks in LLMs

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"A framework for generating knowledge-grounded evaluation rubrics to improve LLM assessments."

LLM Evaluation•Score: 5•View PDF ↗

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Beyond the Illusion of Consensus: From Surface Heuristics to Knowledge-Grounded Evaluation in LLM-as-a-Judge

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Beyond the Illusion of Consensus: From Surface Heuristics to Knowledge-Grounded Evaluation in LLM-as-a-Judge

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References (33)

Founder's Pitch

"A framework for generating knowledge-grounded evaluation rubrics to improve LLM assessments."

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