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cs.LG 1

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2026 1

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Active Learners as Efficient PRP Rerankers

cs.LG · 2026-05-14 · unverdicted · novelty 5.0 · 2 refs

Active learning applied to noisy LLM pairwise judgments improves NDCG@10 per call in budget-constrained reranking and enables unbiased aggregation via a randomized-direction single-call oracle.

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  • Active Learners as Efficient PRP Rerankers cs.LG · 2026-05-14 · unverdicted · none · ref 28 · 2 links

    Active learning applied to noisy LLM pairwise judgments improves NDCG@10 per call in budget-constrained reranking and enables unbiased aggregation via a randomized-direction single-call oracle.