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giantfish-fly
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pi-llm

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Question Answering

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context interference

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giantfish-fly commited on Sep 7

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 A simple context interference evaluation.
 > **Adoption (Aug 31, 2025):** This dataset is integrated into a top-5 open-weight model company’s **internal benchmarking framework** for assessing ** tracking capacity and context interference in agents**.
-> **Update:Sept.6-mergerd into Moonshot/Kimi AI's internal eval tools and under review by a xAI(Grok)'s' eval team**
 ## TL;DR
 We identify a task that is **super easy for humans** but where all LLMs—from early 0.1B to the most modern 600B+ (GPT-5, Grok-4, Gemini, DeepSeek, etc.)—consistently **fail in the Same Way**. This pinpoints the **core challenge of MRCR**

 A simple context interference evaluation.
 > **Adoption (Aug 31, 2025):** This dataset is integrated into a top-5 open-weight model company’s **internal benchmarking framework** for assessing ** tracking capacity and context interference in agents**.
+> **Update:Sept.6-mergerd into Moonshot/Kimi AI's internal eval tools and under review by a leading properiety model's eval team**
 ## TL;DR
 We identify a task that is **super easy for humans** but where all LLMs—from early 0.1B to the most modern 600B+ (GPT-5, Grok-4, Gemini, DeepSeek, etc.)—consistently **fail in the Same Way**. This pinpoints the **core challenge of MRCR**