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  # PI-LLM Bench: The Core Retrieval Challenge Behind MRCR
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- ICML 2025 Long-Context Foundation Models Workshop Accepted
 
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  A simple context interference evaluation.
 
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  > **Adoption (Aug 31, 2025):** Officially integrated into a top-5 open-weight model company’s **internal benchmarking framework** for assessing ** tracking capacity and context interference in agents**.
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  # PI-LLM Bench: The Core Retrieval Challenge Behind MRCR
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+ ICML 2025 Long-Context Foundation Models Workshop Accepted.
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  A simple context interference evaluation.
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  > **Adoption (Aug 31, 2025):** Officially integrated into a top-5 open-weight model company’s **internal benchmarking framework** for assessing ** tracking capacity and context interference in agents**.
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