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是时候打破算法偏见了
Core Viewpoint - The article discusses the "Clear and Bright" initiative by China's Cyberspace Administration aimed at addressing algorithm-related issues such as the promotion of vulgar content, the creation of "information cocoons," and the polarization of viewpoints through algorithmic recommendations [1][2]. Group 1: Algorithm Governance - The initiative emphasizes the need for major platforms like Douyin and Xiaohongshu to optimize their recommendation algorithms to promote positive content, ensure user choice, enhance content diversity, and improve algorithm transparency [1][2]. - The goal is to transform algorithms from amplifiers of bias into tools for efficiency, thereby reducing user anxiety and fostering a healthier content platform ecosystem [1][3]. Group 2: Misunderstanding of Algorithms - There is a prevalent misunderstanding regarding algorithms, with many believing they only serve to reinforce users' existing preferences and viewpoints, leading to increased polarization and division [2][3]. - The article highlights that the creation of "information cocoons" is not solely a flaw of the algorithms but rather a complex issue influenced by various factors, including user behavior and data representation [2]. Group 3: User Participation and Collaboration - The resolution of "information cocoons" requires not only technological and policy interventions but also active user participation and collaborative efforts from society as a whole [3]. - The article suggests that rather than blaming algorithms for biases, there should be a focus on how to better utilize algorithms to meet human needs [3][4]. Group 4: Embracing Technology - The current situation calls for an open mindset towards technology while maintaining a rigorous and professional approach to its application, enabling innovation and transformation that benefits everyone [4].
推送算法破茧:愿你在手机上刷到更大的世界,而非自己的影子
Core Insights - The article discusses the challenges and developments in algorithm governance, particularly in addressing issues like information silos and viewpoint polarization caused by recommendation algorithms [1][2][3] - It highlights the ongoing efforts by the Central Cyberspace Administration of China to optimize algorithm functions and enhance transparency, including the introduction of features like "cocoon assessment" and "one-click breaking the cocoon" [1][2] - The article emphasizes the need for continuous innovation in regulatory concepts and technologies to effectively manage algorithmic governance [3] Group 1: Algorithm Governance Challenges - The "Cocoon Room" phenomenon and viewpoint polarization are significant risks associated with algorithm recommendations, prompting regulatory actions [1] - The rapid growth of internet users, reaching 1.259 billion with an average usage time of over 175.8 hours per month, highlights the increasing influence of platforms and the challenges in governance [2] - Experts predict that platforms may assume quasi-legislative, quasi-judicial, and quasi-administrative powers, complicating oversight efforts [2] Group 2: Regulatory Innovations - The Central Cyberspace Administration has made strides in algorithm governance by publicly releasing hundreds of algorithm registration details [1][2] - A collaborative governance mechanism involving government, enterprises, media, research institutions, and users is essential for effective oversight [3] - The establishment of a multi-party algorithm governance experimental verification platform is proposed to enhance transparency and accountability in algorithmic processes [3]
抖音、微信视频号、小红书……都出手了!
新华网财经· 2025-05-22 10:36
Core Viewpoint - The article discusses the efforts of major online platforms in China to optimize their algorithm recommendation systems in response to government initiatives aimed at addressing issues such as the promotion of vulgar content, the exacerbation of "information cocoons," and the polarization of viewpoints [1][2]. Algorithm Transparency - Major platforms have taken steps to enhance algorithm transparency by publicly disclosing their operational rules and promoting user awareness [3]. - Douyin has established a "Safety and Trust Center" to explain its recommendation logic and governance outcomes [4]. - Weibo has improved the transparency of its trending search algorithms by publicizing ranking rules and data metrics [4]. - WeChat Video Account has utilized simple graphics and videos to inform users about its algorithm recommendations [4]. Breaking "Information Cocoons" - Platforms have introduced innovative features like "Cocoon Assessment" and "One-Click Break Cocoon" to help users mitigate the risks associated with "information cocoons" [5][6]. - Douyin has upgraded its "Usage Management Assistant" to visually present users' recent browsing content [6]. - Xiaohongshu has implemented features for content preference assessment and exploration of diverse recommendations [6]. - Kuaishou has enhanced its algorithm to promote positive and useful content [6]. Content Review Mechanism - Platforms are continuously improving their content review mechanisms to strengthen the promotion of positive content and prevent the recommendation of vulgar or harmful information [7][8]. - WeChat Video Account has refined its dual mechanism of "Friend Recommendations" and "Algorithm Recommendations" to better identify and eliminate inappropriate content [8]. - Douyin has introduced a verification mechanism for trending topics to prevent the spread of misleading or fabricated content [8]. User Empowerment - Platforms are optimizing features related to user interest management and content feedback to allow users to adjust their algorithmic recommendations [9]. - Kuaishou offers detailed interest preference management tools for users to customize content delivery [10]. - Weibo has provided various negative feedback options for users to express disinterest in certain content or creators [10]. - The government acknowledges that while progress has been made in algorithm governance, there are still gaps in functionality and content quality that need to be addressed [10].
“网友反映强烈”!中央网信办发文
21世纪经济报道· 2025-05-22 04:09
今天(5月2 2日)1 0点,微信公众号"网信中国"发文称,中央网信办持续加强信息推荐算法治 理。 全文如下 ↓ ↓ "清朗·网络平台算法典型问题治理"专项行动开展以来,针对网民反映强烈的算法推荐加热低 俗信息、加剧"信息茧房"、加重观点极化等问题风险,中央网信办督促指导重点平台针对性 优化信息推荐算法功能、调整信息推荐算法规则。 重点平台积极响应,签署"算法向善"南宁宣言,完善算法推荐内容审核,开设专门网站、频 道或账号集中公开算法规则原理,开发上线"茧房评估" "一键破茧"等创新功能,完善用户兴 趣偏好管理服务,提升算法推荐内容多样性。 近 日 , 抖 音 、 小 红 书 、 微 博 、 快 手 、 微 信 视 频 号 、 哔 哩 哔 哩 等 平 台 围 绕 正 能 量 内 容 加 权 推 荐、用户自主选择权保障、推荐内容多样性优化、提升算法透明度等核心环节,系统性优化 完善多项功能。 来 源 | 微信公众号"网信中国" 在完善推荐内容审核方面。不断健全推荐内容审核机制,加强正能量内容推送,防范算法推 荐低俗不良信息。微信视频号完善"好友推荐"和"算法推荐"双重机制,不断迭代升级识别打 击模型,严禁低俗恶 ...
快手上线算法推荐系列优化功能
Guang Zhou Ri Bao· 2025-05-20 14:23
Core Insights - Kuaishou has launched new algorithm recommendation optimization features aimed at enhancing user experience and preventing "information cocoons" [2] Group 1: New Features - The platform has introduced two personalized recommendation optimization features: "Information Cocoon Self-Assessment" and "One-Click Breakthrough" [2] - The "Information Cocoon Self-Assessment" allows users to visualize the distribution of content types, preferences, and recommendation intensity on their recommendation page [2] - The "One-Click Breakthrough" feature enables users to adjust the types of recommended content, interest tags, and push intensity based on their preferences [2] Group 2: User Control - Users can access these features by navigating to the "Content Preference" module in the app, where they can view their interest tag distribution and content type [2] - After assessment, users can choose to maintain their current personalized recommendations or add more content type tags to their recommendation page [2] - Users have the option to turn off personalized recommendations entirely if they find the content uninteresting by adjusting settings in the app [3]
分众传播时代呼唤“共通文本”(坚持“两创”·关注新时代文艺)
Ren Min Ri Bao· 2025-05-19 22:01
Core Viewpoint - The article discusses the challenges of finding common cultural texts in a fragmented media landscape, emphasizing the importance of shared artistic works for collective imagination and values [2][4][6]. Group 1: Reasons for Fragmentation - The phenomenon of fragmented cultural consumption is attributed to three main limitations: model limitations, scale limitations, and speed limitations [3]. - Model limitations arise from echo chamber effects and algorithmic recommendations that reinforce existing preferences, leading to cognitive closure [3]. - Scale limitations refer to the exponential growth of cultural production, making it impossible for individuals to engage with a significant portion of available content [3]. - Speed limitations highlight the accelerated cultural consumption cycles, where works quickly fade from popularity, reducing the likelihood of lasting cultural impact [3]. Group 2: Positive Aspects of Fragmentation - The diversification of artistic creation and dissemination is a result of advanced technology, allowing for a wider variety of content that resonates with individual tastes [4]. - This fragmentation fosters creativity and provides space for personalized expressions, contributing to the flourishing of various art forms [4]. Group 3: Strategies for Rebuilding Common Texts - To rebuild common cultural texts, a rich and vibrant cultural environment is essential, encouraging diverse and grassroots creative expressions [5]. - Engaging with technology is crucial for understanding the broader cultural landscape, as creativity increasingly intersects with technological advancements [5]. - Promoting cultural connections and understanding across different genres and forms can help bridge the gaps between isolated cultural "islands" [5]. Group 4: Future Directions - The focus should be on creating new classics that resonate with contemporary emotions while being rooted in cultural traditions [6]. - Educators play a vital role in facilitating connections and understanding among students, helping them explore a broader cultural world [6]. - The future of common texts may consist of a network of diverse works that create a shared emotional map, enriching the collective cultural experience [6].
互联网时代:比信息茧房更可怕的是观念壁垒
Sou Hu Cai Jing· 2025-05-19 03:07
Group 1 - The internet has the potential to expand knowledge but fails to enhance individual cognitive levels, leading to the formation of information cocoons that reinforce existing beliefs [3][4] - The current online environment is filled with opposing viewpoints, resulting in a breakdown of interpersonal relationships, as individuals struggle to understand each other's perspectives [4][5] - Many people are inclined to accept only those viewpoints that align with their own, which diminishes their ability to empathize and engage in constructive dialogue [6][10] Group 2 - High-traffic videos often reflect real societal issues, showcasing the existence of both irresponsible men and materialistic women, thus validating diverse perspectives [6][7] - The confusion between macro perspectives and micro interpersonal strategies leads individuals to misapply broad concepts to specific relationships, causing further misunderstandings [7][8] - Effective relationship management requires a balance of emotional understanding and rational analysis, emphasizing the need for tailored approaches to individual situations [8][9] Group 3 - Discussions around topics like bride price should be approached with mutual understanding and respect, rather than rigid expectations or societal pressures [9][10] - The internet should serve as a tool for broadening perspectives and enhancing cognitive abilities, rather than reinforcing biases and judgments [10]
AI伴侣:技术的温情与隐忧
Core Insights - The article discusses the rise of AI companions among young users, highlighting their emotional needs and the potential risks associated with virtual interactions [3][4][5] Market Overview - The market size for AI companions in China is projected to reach 38.7 billion yuan in 2024 and exceed 120 billion yuan by 2027, with a service coverage of 80 million people [3] - Approximately 65% of AI companion users are aged between 18-24, indicating that young people are the primary users of this market [3] User Motivations - Young users choose AI companions for various reasons, including alleviating loneliness, providing emotional support, and offering personalized experiences [4] - AI companions help address social anxiety and the desire for emotional connection, as many young individuals find it challenging to engage in real-life social interactions [4] Risks and Challenges - There are significant risks associated with AI companions, including data privacy concerns, the potential for creating echo chambers, and unrealistic expectations regarding human relationships [5][6] - Over-reliance on AI companions may lead to a distorted perception of real-life relationships and emotional connections [6][7] Governance and Mitigation Strategies - The article suggests implementing strict data protection measures and age verification for AI companion applications to mitigate risks [8] - It emphasizes the need for clear labeling of AI interactions as "non-real emotional relationships" to guide user expectations [9] - The development of assessment tools to evaluate dependency on AI companions and provide personalized interventions is recommended [9]
广东博众:AI给投教传播装上“导航”,但需警惕信息茧房
Nan Fang Du Shi Bao· 2025-05-14 10:56
坚持以人民为中心的价值取向,是金融工作的出发点和落脚点。今年初,中国证监会主席吴清在调研投 资者教育基地中指出,"投资者是市场之本,保护投资者合法权益是证券监管的首要任务"。近年来,在 监管部门持续深入推动下,投教工作内容与形式不断创新,投教服务方式更加丰富,但投教的精准触达 率与长效影响力仍有提升空间。在一年一度的"5·15全国投资者保护宣传日"来临之际,南都湾财社推 出"对话投教护航人"系列报道,以深度展现行业机构在投教领域的创新实践、典型经验。 广东博众智能科技投资有限公司(以下简称"广东博众")作为一家证券投资咨询机构,一直深耕在投教 一线。今年,该公司将人工智能技术引入投教工作,通过AI生成内容、算法推荐和智能投教助手,为 投资者提供个性化、智能化、陪伴式投教服务。AI投教有哪些优势和劣势?AI投教与人工投教如何协 同互补?如何平衡投教内容的专业性和传播性?围绕上述问题,近日,南都湾财社记者专访了广东博众 党支部书记兼分管投教负责人蔡永嘉。 广东博众党支部书记兼分管投教负责人蔡永嘉。受访者供图 总的来说,人工智能技术的跃迁,为投教行业带来了全新的机遇和变革。我们也将继续探索和深化人工 智能在投教领域 ...
瞭望 | AI推动认知博弈变局
Xin Hua She· 2025-05-06 08:12
Core Insights - The rise of AI technology is significantly transforming the landscape of cognitive warfare, making it increasingly difficult to discern truth from falsehood, lowering operational thresholds, and enhancing dissemination efficiency [1][5][11] Group 1: AI's Impact on Information Production and Dissemination - The number of websites generating false articles increased by over 1000% from May to December 2023, covering 15 languages [1][5] - AI's self-learning and optimization capabilities have led to the intelligent and customized spread of misinformation, making it harder to distinguish between true and false information [5][6] - AI-generated false images spread on social media at a rate six times faster than real content, demonstrating the destructive chain reaction of rapid misinformation dissemination [8] Group 2: Changes in Cognitive Warfare Dynamics - Cognitive warfare is evolving into a "big market" model where non-state actors, social media, and individuals can participate, shifting the dynamics of influence [7][15] - The operational threshold for engaging in cognitive warfare has decreased, allowing individuals to conduct large-scale information attacks with minimal resources [6][7] - The efficiency of information dissemination has increased dramatically, with AI's exponential capabilities enabling rapid global engagement on specific topics [7][8] Group 3: Systemic Risks and Challenges - AI's deep involvement in data collection, content production, and distribution creates a more systemic and covert value penetration model, posing multidimensional impacts on societal value systems [1][11] - The reliance on biased AI models can mislead users and distort their value judgments, as seen in the training data of AI models that may reflect inherent biases [12][13] - The recommendation algorithms can reinforce "information echo chambers," leading to a loss of awareness of diverse information and increasing societal fragmentation [12][14] Group 4: Governance and Regulatory Frameworks - Experts suggest the need for a comprehensive governance framework addressing technical defenses, talent reserves, legal regulations, and international collaboration to safeguard against AI-related risks [2][15] - The establishment of a "cognitive immune system" is essential to counteract the rapid spread of false information, with recent regulations mandating identification for AI-generated content [18][19] - International cooperation is crucial for creating a unified AI governance framework, which is not only a matter of technical ethics but also a strategic opportunity for enhancing global influence [19]