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  **Super easy task for humans** that **All SOTA LLM fail** to retrieve the correct answer from context. Including SOTA models: GPT5, Grok4, DeepSeek, Gemini 2.5PRO, Mistral, Llama4...etc
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- - AAAI 2026 Worshop Oral: LaMAS (LLM-based Multi-Agent Systems: Towards Responsible, Reliable, and Scalable Agentic Systems) Jan/2026 Singapole
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  - ICML 2025 Long-Context Foundation Models Workshop Accepted.(https://arxiv.org/abs/2506.08184)
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  - Update: This dataset is integrated into Moonshot AI(Kimi)'s **internal benchmarking framework** for assessing ** tracking capacity and context interference in LLM/agents**.
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- > **Update:Sept.6-mergerd into Moonshot/Kimi AI's internal eval tools and under review by a xAI(Grok)'s' eval team**
 
 
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  ## Key–value update paradigm (what the model sees) 1 keys, N updates each
 
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  **Super easy task for humans** that **All SOTA LLM fail** to retrieve the correct answer from context. Including SOTA models: GPT5, Grok4, DeepSeek, Gemini 2.5PRO, Mistral, Llama4...etc
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+ - **AAAI 2026 Worshop Oral**: Jan/2026 LaMAS (LLM-based Multi-Agent Systems: Towards Responsible, Reliable, and Scalable Agentic Systems) Jan/2026 Singapole
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  - ICML 2025 Long-Context Foundation Models Workshop Accepted.(https://arxiv.org/abs/2506.08184)
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  - Update: This dataset is integrated into Moonshot AI(Kimi)'s **internal benchmarking framework** for assessing ** tracking capacity and context interference in LLM/agents**.
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+ > **Update1:mergerd into Moonshot/Kimi AI's internal eval tools and under review by a xAI(Grok)'s' eval team**
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+ > **Update2:AAAI 2026 workshop oral Jan/2026. Singapole for the updated paper version**
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+ >
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  ## Key–value update paradigm (what the model sees) 1 keys, N updates each