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Core Viewpoint - Quark has launched the first domestic high school entrance examination volunteer filling model, providing personalized services for students through advanced AI capabilities [1][2]. Group 1: Model Features - The Quark high school entrance examination volunteer model includes three core functions: "Deep Search," "Volunteer Report," and "Smart Volunteer Selection," designed to offer expert-level decision-making capabilities [1][2]. - The "Volunteer Report" operates as an agent, providing personalized planning suggestions based on students' scores, interests, family background, and regional preferences, generating a comprehensive report that includes strategies and recommendations [2][3]. Group 2: Training Mechanism - The model is built on a multi-stage, high-complexity training paradigm, utilizing self-supervised semantic modeling and expert-guided strategy refinement to enhance its reasoning and decision-making abilities [4][5]. - The instruction fine-tuning phase involves structuring the communication and decision-making processes of experienced volunteer planners, extracting analysis paths and language styles from real conversations [7]. Group 3: Knowledge Base - Quark's model is supported by the largest real-time updated knowledge base in the country, covering over 2,900 universities and nearly 1,600 undergraduate programs, ensuring comprehensive data on admission scores, program settings, and course systems [8][9]. - The knowledge base also includes employment-related information and industry trends, providing robust support for decision-making in volunteer filling and job prospects [9].