先有一个移动能力的 "通才"，才有更强的智驾系统。 文 丨 张家豪 编辑 丨 程曼祺 全无人驾驶，始终被视作自动驾驶行业皇冠上的明珠，就像登顶珠穆朗玛峰有 19 条路线一样，不同的公司选 择了不同的路线通往无人驾驶的最终目标。 Waymo、小马们选择了基于高精地图的 RoboTaxi 路线，在特定的路线已经实现了 RoboTaxi，为市民提供没有 司机的出行服务；以特斯拉为代表的车企与供应商，则是通过渐进式路线，卖车搭配辅助驾驶方案，收集数据 一步步迭代方案，试图逼近技术极限。 没有人能笃定哪条路线一定能成功登顶，也还有不同的公司，在尝试不同的登顶路线。 在今年的英伟达 GTC（ GPU Technology Conference）上，元戎启行周光提出了一套新的解法，他说，大语言 模型的发展，经历了从弱专家模型（初代 Siri）、到通才（ChatGPT）、再到强专家模型（垂直模型）的过 程。智驾也可以复制这样的路线，一个移动能力的通才，能开好汽车、能骑好摩托车、能让配送小车随时找到 你，之后就可能进化到强专家模型——L5 级别自动驾驶，这套系统被元戎启行称为 RoadAGI，移动能力的通 才系统。 在演示 D ...

Core Insights - The current wave of artificial intelligence, particularly large language models, presents significant opportunities for the banking industry, enhancing service delivery and operational efficiency [1] Group 1: Changes in Service Models - The banking industry has traditionally focused on serving a limited number of key clients, adhering to the "80/20 rule." With the advent of large language models, banks can transition to a "one customer at a time" approach, enabling personalized services for all clients [2] Group 2: Changes in Work Models - The banking sector, being labor-intensive, can leverage large language models to assist or even replace human employees in repetitive tasks, fostering a new collaborative environment between human and intelligent agents [2] Group 3: Changes in Interaction Models - Interaction methods are evolving from purely graphical user interfaces (GUI) to a combination of GUI and chat functionalities, allowing for dynamic interface organization based on customer intent, thus enhancing user experience [2] Group 4: Changes in Data Analysis - Large models significantly improve data analysis efficiency and lower the barriers to entry, enabling more individuals to engage in data analysis activities [3]

"智慧申请"是最主要的一个板块，它通过语音智能转写、光学字符识别、联网数据自动抓取、线上快捷 打印等功能，"一键生成"规范的电子申请书，后台审核通过收到提交的申请书后，便可同步建立窗口叫 号机制。 新京报讯 据"北京昌平"微信公众号消息，点击"智慧申请"，填写请求事项等相关信息，最后点击"提 交"，一份"数智赋能"的仲裁申请书就填写完毕。代替了一字一句的纯手写，眼前的这台"小机器"让申 请人赵先生为昌平调解仲裁工作点了一个大大的赞，"不会表达的文字，用语音输入也能生成我的诉 求，太省事儿了！" 赵先生提到的这台"小机器"就设立在昌平区仲裁院立案庭内，里面显示的正是前不久正式上线的调解仲 裁智能体"昌小仲·智慧仲裁"，除了能用智能一体机，申请人还能通过手机扫码完成相关操作。 "这个小程序功能很强大。"昌平区仲裁院院长赵阳介绍，"昌小仲·智慧仲裁"是"DeepSeek大语言模型 +昌小仲AI数智员工"交互应用的一个全新探索，依托全面、精准的本地仲裁知识库和智能体成熟的语 义理解与智能推理能力，集成"智慧申请""智能问答""智学课堂"等板块。 "这个创新改变了以往的工作模式，之前工作人员都是人工指导申请人手写仲裁申 ...

广发证券资深金工分析师 李豪 lhao@gf.com.cn 广发证券首席金工分析师 安宁宁 anningning@gf.com.cn 广发金工安宁宁陈原文团队 摘要 大语言模型在金融领域的应用： 近年来，人工智能技术的快速发展推动了大语言模型(LLMs)的革新。作为最前沿的技术之一，大语言 模型正在广泛应用于各行各业。金融行业作为一个高度依赖数据分析和信息处理的领域，对先进的人工 智能技术有着极大的需求。而LLMs凭借其强大的文本理解能力、信息提取能力以及推理和预测能力， 正在逐步改变传统的金融分析和决策方式，为投资管理、市场分析、风险控制等多个领域带来了新的机 遇。 DeepSeek定量解析基金季报行业观点及行业轮动策略构建： 本文中，我们尝试通过DeepSeekV3模型，对于基金季报观点文本中的行业观点进行定量解析，并以此 出发构建行业轮动策略。具体来看，首先我们筛选存续时间较长的主动型权益基金样本，并提取样本基 金不同季度报告期季报中的观点部分文本；而后我们将观点文本输入至DeepSeek模型，加入特定提示 词控制输出的格式，并基于输出结果构建基金季报行业观点指标；最后我们基于基金季报行业观点指标 及观 ...

Group 1 - The core viewpoint of the article emphasizes the transformative potential of Large Language Models (LLMs) in the financial sector, particularly in investment management, market analysis, and risk control [1][7][8]. - LLMs can process vast amounts of unstructured data, such as news articles, social media, and financial reports, enabling faster access to critical information for investors [7][8]. - The DeepSeek model, a representative of advanced LLMs, showcases strong reasoning capabilities and cost-effectiveness, making high-performance AI technology more accessible [13][19]. Group 2 - The article discusses the quantitative analysis of fund quarterly reports using the DeepSeek V3 model to extract industry viewpoints and construct industry rotation strategies [2][22]. - Approximately 18,000 quarterly report texts were analyzed, focusing on active equity funds with a significant equity position over the past five years [26][31]. - The analysis revealed that the proportion of bullish and bearish viewpoints on various industries varies significantly, with certain sectors like electronics and pharmaceuticals receiving more attention [41][42]. Group 3 - The construction of industry viewpoint indicators is based on the quantitative analysis results, leading to the development of 14 indicators to capture the sentiment towards different industries [56][60]. - The article outlines various strategies for industry rotation based on the constructed indicators, highlighting the performance of different combinations during market conditions [62][66]. - The findings suggest that industries with high attention and bullish sentiment tend to perform better, while those with low attention and bearish sentiment may underperform [75][76].

KG-SFT团队 投稿 量子位 | 公众号 QbitAI 让大语言模型更懂特定领域知识，有新招了！ 来自中国科学技术大学MIRA实验室的王杰教授团队提出了提出了一个创新的框架—— 知识图谱驱动的监督微调（KG-SFT） ，该框架通过 引入知识图谱（KG）来提升大语言模型（LLMs）在特定领域的知识理解和处理能力。 实验结果表明，其在多个领域和多种语言的数据集上取得了显著的效果， 成功入选ICLR 2025 。 截至目前，LLMs在常识问答方面表现越来越出色，但它们对领域知识的理解和推理能力仍然有限。 由于难以深入理解专业领域问答背后所蕴含的复杂知识和逻辑关系，因此在面对这类问题时，往往无法准确地给出正确的答案和详细的推理过 程，这极大地限制了其在专业领域的应用价值。 尤其是在数据稀少和知识密集型的场景中， 如何让LLMs更好地理解和操纵知识，成为了研究的关键 。 而中科大MIRA实验室的这项工作即围绕此展开。 KG-SFT是如何工作的 KG-SFT针对LLMs难以理解领域问答背后的知识和逻辑，导致 推理能力弱 的问题，提出 基于知识图谱增强的大语言模型监督微调 技术。 KG-SFT首先通过解析领域知识图谱中的 ...

Core Insights - Google is replacing the head of its Gemini chatbot in an effort to compete with OpenAI's ChatGPT for market share [1] - The current head of Google's product incubation lab, Josh Woodward, will lead the Gemini chatbot team, while the previous head, Xia Qianqi, is being reassigned [1] - According to Similarweb data, Google Gemini's web traffic is only about one-tenth of ChatGPT's, indicating a significant gap in usage [1] Summary by Sections - **Leadership Changes**: Josh Woodward is appointed to lead the Gemini chatbot team, taking over from Xia Qianqi, who has been with Google for a long time [1] - **Market Competition**: The shift in leadership is part of Google's strategy to regain market share from ChatGPT, which has seen a surge in usage [1] - **Product Development**: Woodward's lab has developed several AI products, including AI Studio for developers, the upcoming Project Mariner, and NotebookLM, which gained attention for its AI podcast feature [1]

大模型若要成为可信的研发工具，还要实现科学的ranking技术、可解释性提升等问题。 本文为IPO早知道原创 大模型 加速分子设计、优化，但可解释性仍然不够 科辉 AI 平台包含数据分析软件、分子设计软件，并且公司于 2024 年 11 月上线了内部大语言模 型。朱 振东 表示，大语言模型作为 AI 工具的一种，在药物研发的智能化升级、生物医学文献与知 识管理、基因组学与蛋白质组学的研究解读和临床诊疗与健康管理的革新等领域都带来了显著的效率 提升。 以药物研发的关键环节为例来看，首先在 疾病机制与靶点发现 方面，大语言模型可通过分析海量基 因组、转录组、蛋白质组、文献、专利和数据库，挖掘疾病相关基因的调控网络和信号通路，快速识 别潜在药物靶点（如蛋白质、基因），并预测其与疾病的关联性。 作者｜罗宾 微信公众号｜ipozaozhidao DeepSeek 等大语言模型（ LLMs ）在很多行业已经引领了智能化的变革，它们 在新药研发行业 是否已接近技术的拐点？人工智能正以多大程度推动药物研发的进步？ IPO 早知道对话了科辉智药创始人、董事长 朱 振东博士 ，他分享了 AI 运用于制药行业中的成功经 验与 未来 ...

Core Viewpoint - The independent director of Suzhou Haocen Software Co., Ltd. has provided a comprehensive annual report detailing the fulfillment of responsibilities, emphasizing the commitment to maintaining the interests of all shareholders, particularly minority shareholders, and ensuring the company's compliance with relevant laws and regulations [1][10]. Group 1: Independent Director's Background and Responsibilities - The independent director, Fan Yushun, has a Ph.D. in automation from Tsinghua University and has been serving as an independent director since November 2020 [1]. - There are no conflicts of interest affecting the independence of the director, as he does not hold any other positions within the company or its affiliates [1]. Group 2: Attendance and Participation - The independent director attended all seven board meetings and six out of seven shareholder meetings in 2024, demonstrating active participation [2][3]. - The director participated in all meetings of the audit and nomination committees, contributing to discussions and decision-making processes [3]. Group 3: Communication and Oversight - The independent director engaged in thorough reviews of the company's annual and quarterly reports, ensuring the accuracy and integrity of financial information [4][6]. - Communication with external auditors was maintained to oversee the quality and fairness of audits, ensuring compliance with accounting standards [4][6]. Group 4: Focus Areas and Recommendations - The independent director emphasized the importance of compliance with related party transactions and the adherence to commitments regarding shareholding and competition [5][6]. - Recommendations were made regarding the appointment of external auditors and the evaluation of financial reports, ensuring that all processes align with legal and regulatory requirements [7][8]. Group 5: Overall Evaluation - The independent director's efforts contributed to enhancing the governance and operational decision-making of the company, ensuring that the interests of all shareholders, especially minority shareholders, are protected [9][10].

每经记者 朱成祥 每经编辑 魏官红 4月2日，智元机器人宣布与国际顶尖具身智能公司Physical Intelligence（Pi）达成合作伙伴关系，双方 将围绕动态环境下的长周期复杂任务，在具身智能领域展开深度技术合作。此外，近期正式加入智元的 罗剑岚，将全面领导智元具身智能研究中心，同时推进双方的深度合作。4月2日，罗剑岚接受了《每日 经济新闻》记者的采访。 罗剑岚认为："强化学习是我们比较看重的一个技术，此外我们也看到DeepSeek R1所展现出的比较强的 推理能力。但光有模仿学习是不够的，后来我们还会有世界模型。根据我们云端的Model（模型），去 预测下一步环境会发生什么。不过这些都是工具，真正本质上需要解决的，是怎样在开放数据链构建 （具有）鲁棒的策略，然后感知、预测、行为生成这一整套机制的泛化能力，才是最核心、最关键 的。" 值得一提的是，汽车智能驾驶是收集到众多车辆的数据后，才慢慢发展起来的。当下人形机器人尚未大 规模应用于生活场景。如果缺乏足够的数据，人形机器人的"操控"该如何突破？ 罗剑岚表示："我也经常在想，这是一个循环。我们没有机器人部署到真实世界，它就不会产生数据； 机器人的能力没 ...