Update README.md

README.md

@@ -33,8 +33,7 @@ ICML 2025 Long-Context Foundation Models Workshop Accepted.
 
 A simple context interference evaluation.
 
-> **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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+> **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**.
 
 ## 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**