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giantfish-fly
/

LLMs-First-Task

Tasks:

Question Answering

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context interference

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Dataset card Data Studio Files Files and versions

giantfish-fly commited on Apr 10

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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
 - ICML 2025 Long-Context Foundation Models Workshop Accepted.(https://arxiv.org/abs/2506.08184)
 - Update: This dataset is integrated into Moonshot AI(Kimi)'s **internal benchmarking framework** for assessing ** tracking capacity and context interference in LLM/agents**.
 > **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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 **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
+- AAAI 2026 Worshop Oral: LaMAS (LLM-based Multi-Agent Systems: Towards Responsible, Reliable, and Scalable Agentic Systems) Jan/2026 Singapole
 - ICML 2025 Long-Context Foundation Models Workshop Accepted.(https://arxiv.org/abs/2506.08184)
 - Update: This dataset is integrated into Moonshot AI(Kimi)'s **internal benchmarking framework** for assessing ** tracking capacity and context interference in LLM/agents**.
 > **Update:Sept.6-mergerd into Moonshot/Kimi AI's internal eval tools and under review by a xAI(Grok)'s' eval team**