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            # PI-LLM: The Core Retrieval Challenge Behind MRCR 
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            (ICML2025 Long-Context Workshop Accepted)
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            Multi-round co-reference in Context Interference:
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            Classic long-context benchmarks often test retrieving a single "needle" from a massive "haystack." MRCR raises the bar by placing many similar needles in the same context, requiring models to select the correct item (up to 8 needles), and shows that all LLMs struggle with this task.
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            # PI-LLM: The Core Retrieval Challenge Behind MRCR 
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            (ICML2025 Long-Context Workshop Accepted)
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            -Multi-round co-reference in Context Interference:
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            Classic long-context benchmarks often test retrieving a single "needle" from a massive "haystack." MRCR raises the bar by placing many similar needles in the same context, requiring models to select the correct item (up to 8 needles), and shows that all LLMs struggle with this task.
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