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@@ -43,9 +43,10 @@ We identify a task that is **super easy for humans** but where all LLMs—from e
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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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  - OpenAI MRCR dataset: https://huggingface.co/datasets/openai/mrcr
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  - DeepMind MRCR (Gemini) paper: https://arxiv.org/pdf/2409.12640v2
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- - PI-LLM paper: https://arxiv.org/abs/2506.08184
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  ## Our test takes this one step further
 
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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 Paper and Model Performance: https://arxiv.org/abs/2506.08184
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  - OpenAI MRCR dataset: https://huggingface.co/datasets/openai/mrcr
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  - DeepMind MRCR (Gemini) paper: https://arxiv.org/pdf/2409.12640v2
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  ## Our test takes this one step further