main webpage W Topic Model Context Protocol arXiv (Cornell University) Context Attribution with Multi-Armed Bandit Optimization 2025 Understanding which parts of the retrieved context contribute to a large language model's generated answer is essential for building interpretable and trustworthy generative QA systems. We propose a novel framework that formulates context attribution as a com… Article Open Model Context Protocol Open Article Page

Model Context Protocol

Protocol for communicating between LLMs and applications The Model Context Protocol ( MCP ) is an open standard, open-source framework introduced by Anthropic in November 2024 to standardize the way artificial intelligence (AI) systems like large language models (LLMs) integrate and share data with external tools, systems, and data sources. MCP provides a universal interface for reading files, executing functions, and handling contextual prompts. Following its announcement, the protocol was adopted by major AI providers, including OpenAI and Google DeepMind. … Critical Symbolic Virtual Narrative Open Model Context Protocol Open Article Page

Exploring foci of: arXiv (Cornell University) Context Attribution with Multi-Armed Bandit Optimization 2025 Understanding which parts of the retrieved context contribute to a large language model's generated answer is essential for building interpretable and trustworthy generative QA systems. We propose a novel framework that formulates context attribution as a combinatorial multi-armed bandit (CMAB) problem. Each context segment is treated as a bandit arm, and we employ Combinatorial Thompson Sampling (CTS) to efficiently explore the exponentially large space of context subsets under a limited query budget. Our method … Open Article Page

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Explore Model Context Protocol W Topic Model Context Protocol arXiv (Cornell University) Context Attribution with Multi-Armed Bandit Optimization 2025 Understanding which parts of the retrieved context contribute to a large language model's generated answer is essential for building interpretable and trustworthy generative QA systems. We propose a novel framework that formulates context attribution as a com… Article Critical Symbolic Virtual Narrative Open Model Context Protocol Open Article Page