Unverified50% confidenceBenchmarkExact time

Compared with current state-of-the-art zero-shot LLM rerankers, LLM-IRA achieves comparable cost-effectiveness with an order of magnitude fewer LLM calls.

1

Sources

50%

Confidence

Medium-term (~90 days)

Relevance

10/30/2026

First Seen

Valid until: 1/28/2027

Sources

LLM-IRA: Quantum-Inspired Interactive Ranking Aggregation for Boosting RAG Retrieval with Active LLM Feedback

Related Entities

LLM-IRAmodel Zero-Shot LLM Rerankerconcept

Related Claims

UnverifiedLLM providers enforce a token bucket or leaky bucket algorithm with short-term rate smoothing, rather than a hard per-minute batch counter.66% similar UnverifiedEvaluation calls to LLMs incur additional costs, but platforms usually support sampling-rate control, so there is no need to run evaluation on 100% of traces.63% similar Unverified应通过重复运行计算通过率（pass rate）而非依赖单次结果来判定LLM质量61% similar

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