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哪有什么“算法对立”,你只是想在“茧房”里躲一躲
3 6 Ke· 2025-11-13 12:11
信息隔阂,在日常生活中随处可见。家族群里,长辈转发的"千滚水致癌"的养生帖无人理睬,你分享的网络热梗"没出息"也没人接茬。朋友聚餐时聊起了 国际热点,一个人说着"是这么回事",另一个人一脸懵,"我刷到的完全是另一种说法"。 如今,"算法离间关系"的讨论在中文社交网络持续发酵,从亲密关系到公共讨论,算法似乎成了所有隔阂与对立的 "罪魁祸首"。 2024年底,"脑腐"(brain rot)当选牛津大学出版社年度词汇。国内营销号迅速发挥想象力,将其与短视频、算法深度绑定,还新造了个"傻子共振"的概 念,渲染集体焦虑,并在今年持续发酵。但这场焦虑的核心,终究绕不开那个社交网络上的高频词汇"信息茧房"。 (图/《凡人歌》) 我们默认了算法将自己困在同质化信息中,最终导致观点极化、关系疏离。可事实果真如此吗?这个被视为洪水猛兽的"信息茧房"真的存在吗?并且真的 是算法一手造成的吗? (图/《短视频用户的算法实践与"破茧"报告》) 用户对算法推荐的态度,是趋于理性的:62.5%的用户认为其"有利有弊,取决于平台和个人如何使用",25.3%的用户持正面态度,仅有8.6%的用户认为 其"会限制视野"。通过这些数据,可以看出所谓 ...
短视频算法“破茧”报告:近八成用户认可推荐内容多样性
Core Insights - The report indicates that nearly 80% of short video users perceive algorithm recommendations as diverse, contrasting with common concerns about "information cocoons" [2][5] - Users exhibit strong agency, with over 75% believing their actions can "tame" algorithms, and more than 60% showing willingness to actively "break free" from information silos [5][8] User Perception of Algorithms - 77.8% of users find algorithm recommendations to include "unexpected but interesting content" [2] - 73.9% of users feel that algorithms help them discover "new areas of interest" [2] User Agency and Interaction - Over 75% of respondents believe they can influence algorithm recommendations through their actions [5] - More than 65% of users are adept at using features like "not interested" to adjust content [5] Experimental Findings - The report conducted experiments on platforms like Douyin, Bilibili, Xiaohongshu, revealing that Douyin maintains high diversity in recommendations while responding positively to user exploration [5][7] - Bilibili's recommendation diversity is highly driven by user behavior, while Xiaohongshu is characterized by efficient convergence and precision [5] Academic Discussions - Experts acknowledged the complexity of algorithms and their societal impacts, emphasizing the need for further academic exploration [7][8] - Discussions highlighted the importance of user autonomy in algorithm design and the potential for algorithms to inadvertently reinforce narrow interests [8][9] Recommendations for Algorithm Development - Scholars suggest enhancing algorithm transparency and user education to foster a healthier human-machine collaboration ecosystem [10][11] - The need for a balanced approach in algorithm design that respects user autonomy while promoting information diversity was emphasized [9][10]
不是算法的错?AI模拟实验揭示社交媒体撕裂的真相
3 6 Ke· 2025-11-06 03:24
Core Insights - The article challenges the common belief that social media issues are primarily caused by algorithmic recommendations, suggesting instead that these problems may stem from deeper structural mechanisms inherent in social media platforms [10][11]. Group 1: Research Findings - A study conducted by researchers from the University of Amsterdam simulated a minimalist social media platform without algorithmic recommendations, revealing that even in this environment, issues such as echo chambers, concentrated traffic, and amplification of extreme voices emerged naturally [4][5][9]. - The simulation involved 500 AI users with diverse political views and backgrounds, who interacted freely, leading to the formation of isolated groups and the dominance of extreme content [4][9]. Group 2: Intervention Measures - The research team tested six intervention measures aimed at improving the platform's dynamics, including chronological sorting of posts and promoting diverse viewpoints, but none were effective in fundamentally resolving the issues [6][7][8]. - A "seesaw effect" was observed, where improvements in one area often led to deterioration in another, indicating the complexity of social media dynamics [8]. Group 3: Human Behavior and Network Dynamics - The study highlights that the root of social media issues lies in human behavior, particularly the tendency to share emotionally charged content, which reinforces existing biases and creates homogenous networks [9][10]. - Users are more likely to engage with and share content that elicits strong emotional responses, leading to a self-reinforcing cycle that exacerbates polarization [9][10]. Group 4: Implications for Users - The findings suggest that improving the online discourse environment requires a shift in user behavior rather than solely relying on technological fixes [12][13]. - Users are encouraged to reflect on their sharing habits, consciously engage with diverse viewpoints, and be cautious about amplifying emotionally charged content [13][14][15][16]. Group 5: Rethinking Social Media - The research emphasizes the need to rethink the fundamental dynamics of interaction and visibility on social media platforms, proposing that the issues are not merely technical but also deeply rooted in the nature of social media as a medium [17]. - It calls for a broader understanding of how content sharing and social relationship building are intertwined, suggesting that meaningful change may require a fundamental redesign of these processes [17].
互联网巨头争相布局短剧赛道,2024年市场规模首超电影票房
Sou Hu Cai Jing· 2025-10-20 10:49
Core Insights - The short drama market is rapidly gaining traction among major internet companies, with significant investments and strategic partnerships being formed to capitalize on this emerging trend [2][5][6] Company Strategies - Baidu is intensifying its focus on short dramas, having integrated resources from YY Live and Qimao to enhance its offerings, with a clear strategy to develop "free short dramas" as a primary growth direction [5][9] - Douyin and Kuaishou are early entrants in the short drama space, with Douyin's Hongguo short drama achieving over 150 million monthly active users within a year and a half of launch [6][16] - Xiaomi has launched a dedicated short drama app, "Weiguan Short Drama," emphasizing ad-free and free content, leveraging its extensive user base to penetrate the market quickly [11][14] Market Dynamics - The short drama market in China is projected to reach 50.5 billion yuan in 2024, surpassing box office revenues, and is expected to exceed 85.6 billion yuan by 2027, indicating a significant growth trajectory [2][20] - The competition in the short drama sector is intensifying, with various platforms like Bilibili, JD, Pinduoduo, and Meituan also entering the fray, each with unique strategies to attract users [7][15] Content and User Engagement - Short dramas are characterized by their brief, engaging formats, typically lasting 1-5 minutes, which cater to the fragmented attention spans of users, making them highly shareable and capable of driving user engagement [16][19] - Platforms are increasingly integrating e-commerce elements into short dramas, with Pinduoduo and Taobao embedding product placements within storylines, enhancing the effectiveness of brand marketing [19][18] Future Outlook - The short drama sector is seen as a critical battleground for internet giants, with the potential to reshape user engagement and commercial strategies in the face of slowing growth in traditional content formats [20][16] - Companies that can build robust IP ecosystems, precise algorithm recommendations, and efficient commercial models are likely to gain a competitive edge in the evolving landscape of short dramas [20]
张一鸣李彦宏雷军王兴刘强东,在短剧赛道相遇了?
Sou Hu Cai Jing· 2025-10-20 00:47
Core Insights - The short drama market is rapidly gaining traction among major internet companies, with significant investments and strategic partnerships being formed to capitalize on this emerging trend [2][6][20] - By 2024, the Chinese short drama market is projected to reach 50.5 billion yuan, surpassing box office revenues, and is expected to exceed 85.6 billion yuan by 2027, indicating a lucrative opportunity for content creators and platforms [2][20] Company Strategies - Baidu has been strategically positioning itself in the short drama sector since 2019, recently integrating resources from YY Live and Qimao to enhance its offerings [5][9] - Douyin and Kuaishou have established themselves as early leaders in the micro-drama space, with Douyin's Hongguo short drama achieving over 150 million monthly active users within a year and a half of launch [6][16] - Xiaomi has launched the "Weiguan Short Drama" app, emphasizing ad-free and free content, leveraging its hardware ecosystem to attract users [11][14][18] Market Dynamics - The competition in the short drama market is intensifying, with platforms like Bilibili, JD, Pinduoduo, Alibaba, Meituan, and Huawei also entering the fray [6][7][15] - Short dramas are seen as a new battleground for internet giants, driven by the need to find new growth avenues amid slowing user growth and advertising revenue pressures [6][20] Content and Monetization - Short dramas are characterized by their brief, engaging narratives, typically lasting 1-5 minutes, which cater to the fragmented attention spans of users [16][20] - The integration of e-commerce within short dramas, such as Pinduoduo's "Duoduo Has Good Dramas" plan, allows for seamless product placements that enhance consumer engagement and purchasing decisions [19][20] Future Outlook - The future of the short drama sector will depend on the ability of companies to build robust IP ecosystems, implement precise algorithm recommendations, and create efficient commercial models [20]
“离开”4年,张一鸣终于回来了
Core Viewpoint - Zhang Yiming, the founder of ByteDance, is focusing on talent development and innovation through the establishment of the Xuhui Zhichun Innovation Center, aiming to optimize human potential rather than just information flow [4][5][19]. Summary by Sections Establishment of the Innovation Center - The Xuhui Zhichun Innovation Center was officially opened on October 9, 2023, co-founded by Zhang Yiming and Professor Yu Yong from Shanghai Jiao Tong University [5][6]. - The center aims to nurture innovative talents, with 14 young researchers selected from over 800 applicants showcasing projects like AI games and rocket propulsion systems [7]. Zhang Yiming's Educational Philosophy - Zhang Yiming has been contemplating talent recruitment and development for nearly a decade, noting that many individuals' potential remains untapped [9]. - He compares the current talent training model to overfitting in machine learning, where individuals may excel in specific skills but struggle with innovation tasks [9][19]. - The idea for the innovation center originated in October 2024, inspired by the success of the ACM class at Shanghai Jiao Tong University, which has won global championships [10]. Influence and Inspiration - The concept of the Zhichun Innovation Center was partly inspired by Olin College, which emphasizes hands-on skills and project-based learning [12]. - Professor Yu Yong, with 40 years of teaching experience, aims to instill values of curiosity, exploration, boundary-breaking, and creativity in students [13]. Talent Development Initiatives - Zhang Yiming believes that a CEO should also be an excellent HR, emphasizing the fluidity of talent in the industry [15][16]. - The Top Seed research intern program was relaunched in early 2024, targeting top 5% young talents in AI with high compensation [16]. - The innovation center plans to recruit around 30 young researchers annually, focusing on developing top talents with "0 to 1" innovation capabilities [18]. Conclusion - Zhang Yiming's new venture into talent cultivation aligns with his business philosophy, aiming to foster independent thinking, practical skills, and resilience among students [17][19].
抖音流量命门,变了
虎嗅APP· 2025-10-09 04:13
Core Insights - The article discusses the impact of the short video wave on the creator economy, highlighting a recent offline gathering in Haining, where Douyin showcased its vibrant creator community and the increasing significance of high-quality content [5][7]. Group 1: Douyin's Content Ecosystem - Douyin's platform has seen a significant increase in quality content, with playback volume up by 160% and playback duration up by 220% year-on-year, making it 17 times longer than ordinary content [7]. - The platform is pushing for the adoption of AI creation tools, with a 91% increase in AI-generated content in the past six months, indicating a trend where 85% of creators with over 10,000 followers use Douyin as a launchpad [9]. Group 2: Algorithm and User Engagement - Douyin's recommendation algorithm operates on a "machine learning + human navigation" model, focusing on user behavior to enhance content discovery [12][14]. - The algorithm employs various techniques, such as collaborative filtering and neural networks, to predict user preferences without relying heavily on content tagging [15][16]. Group 3: Quality Content and Distribution - Douyin has implemented a dual-layered approach for content evaluation, where high-traffic content undergoes more rigorous assessments, combining machine processing with human judgment [22]. - The platform has introduced a dedicated recommendation subsystem for high-quality content, resulting in a 15.9% increase in traffic stability, although it has made it harder for new creators to gain visibility [26][28]. Group 4: Future Strategies and Market Position - Douyin aims to control non-original content and shift traffic towards new creators, with a 47% decrease in non-original content traffic in the first half of 2025 [28]. - The overarching strategy focuses on creating a virtuous cycle of quality content leading to precise distribution, user recognition, and further quality creation, positioning Douyin as a competitive force in the short video industry [28][29].
“江湖骗子”为何总能混得风生水起
Xin Lang Cai Jing· 2025-08-18 21:22
Group 1 - The article highlights the increasing prevalence of online scams and fraudsters, emphasizing that despite the availability of information, many individuals still fall victim to deceitful practices [2][3][6] - Various types of fraudsters are identified, including those impersonating experts, selling fake products, and engaging in telecom fraud, which contribute to a chaotic online environment [5][6][7] - The rise of scams is attributed to the sophistication of fraudsters in understanding online dynamics and human psychology, particularly in the "post-truth era" where emotional and sensational content attracts attention [7][8] Group 2 - The article discusses the role of algorithms in creating "information cocoons," which limit exposure to diverse viewpoints and contribute to cognitive biases, making it easier for scams to proliferate [9][10] - The challenge of verifying information is exacerbated by the prevalence of unreliable sources and the phenomenon of "AI hallucination," where AI-generated content can mislead users [11][12] - The need for enhanced regulatory measures and improved content verification processes on platforms is emphasized as a way to combat the rise of fraudsters and protect users [14][15]
信息蜂房,更好信息生态的可能|3万字圆桌实录
腾讯研究院· 2025-07-29 09:03
Core Viewpoint - The article discusses the evolution of information consumption from "information cocoons" to "honeycombs," emphasizing the need for a new understanding of information ecosystems in the digital age [2][3]. Group 1: Information Cocoon Concept - The concept of "information cocoon" reflects a phenomenon where individuals are trapped in a narrow information space, often due to algorithmic filtering and personal preferences [10][11]. - The emergence of personalized content delivery systems has led to a fragmentation of audiences, creating isolated "information islands" [8][9]. - The discussion highlights the dual nature of information cocoons, where some are self-imposed through user choices, while others are more insidious and difficult to detect [10][11]. Group 2: The Role of Algorithms and Technology - Algorithms play a crucial role in shaping information consumption, often reinforcing existing preferences and limiting exposure to diverse viewpoints [12][13]. - The article suggests that the current era of algorithm-driven content distribution has intensified the effects of information cocoons compared to previous media forms [13][14]. - There is a call for a balanced approach that combines algorithmic recommendations with user agency to enhance content diversity [20][34]. Group 3: The Honeycomb Metaphor - The "honeycomb" metaphor represents a new vision for information ecosystems, where diverse and interconnected content can thrive, contrasting with the isolation of cocoons [36][37]. - The article proposes that the honeycomb model could facilitate better information sharing and engagement among users, promoting a more holistic understanding of the world [36][37]. - The need for content curators or gatekeepers is emphasized to ensure quality and diversity in information delivery, akin to traditional media roles [37][38]. Group 4: User Responsibility and Education - Users are seen as co-creators of their information environments, and there is a need for education on how to navigate digital spaces effectively [22][34]. - The article stresses the importance of fostering critical thinking and awareness of the implications of technology on information consumption [34][35]. - Encouraging proactive engagement with diverse content sources is essential to mitigate the risks associated with information cocoons [22][34].
一张私密照掀起高校信任危机
Hu Xiu· 2025-07-15 04:45
Group 1 - The article discusses the rapid transformation of public sentiment and the role of social media algorithms in amplifying events, particularly focusing on a recent incident involving a university student that escalated into a cross-national controversy [3][4][8] - It highlights how the initial spread of the incident was facilitated by social media platforms, which prioritize content that generates high engagement, such as gossip and emotionally charged topics [9][10][12] - The article emphasizes the importance of timely responses from brands and institutions during negative public sentiment, suggesting that failure to act within a critical window can lead to a loss of control over the narrative [18][20][33] Group 2 - The piece outlines the mechanisms behind the formation of extreme emotions in public discourse, noting that individuals often quickly take sides without waiting for all facts to emerge, leading to polarized opinions [25][27][29] - It discusses the challenges brands face in managing their reputation during crises, particularly when public sentiment is driven by emotions rather than rational discourse [30][31][32] - The article suggests that brands must proactively identify emotional signals and respond before situations escalate beyond control, highlighting the need for effective communication strategies [34][36][47] Group 3 - The article addresses the cultural misunderstandings that can arise in cross-national communications, particularly how phrases or jokes can be misinterpreted across different cultural contexts [36][38][46] - It stresses the necessity for brands to understand the nuances of language and platform-specific cultures to avoid miscommunication and potential backlash [41][43][50] - The piece concludes with recommendations for institutions to rebuild trust after a crisis, emphasizing the importance of transparency, communication, and reaffirming core values [54][61][63]