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Pencils down! automatic rubric-based evaluation of retrieve/generate systems

1 Pith paper cite this work. Polarity classification is still indexing.

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Does UMBRELA Work on Other LLMs?

cs.IR · 2025-07-13 · conditional · novelty 5.0

UMBRELA relevance judgments made with DeepSeek V3 are close to GPT-4o, and even small models preserve leaderboard rankings although per-document agreement with humans drops.

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  • Does UMBRELA Work on Other LLMs? cs.IR · 2025-07-13 · conditional · none · ref 6

    UMBRELA relevance judgments made with DeepSeek V3 are close to GPT-4o, and even small models preserve leaderboard rankings although per-document agreement with humans drops.