presentation-sensitivity

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J10Official / Presentation-Sensitivity-in-Typed-Decision-Models-for-Subjective-Text-Evaluation

Audit of presentation effects and biases in Jev, Clef Flash, and Perplexity Decider across humor, helpfulness, and summarization. Includes 702,000 recorded judgments and offline reproduction.

python benchmarking natural-language-processing reproducible-research humor summarization helpfulness model-evaluation pairwise-comparison subjective-evaluation position-bias human-alignment evaluation-robustness typed-decision-models presentation-sensitivity

Updated Oct 13, 2026
Python

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