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To proactively offer social media users a safe online experience, there is a need for systems that can detect harmful posts and promptly alert platform moderators. In order to guarantee the enforcement of a consistent policy, moderators are…

计算与语言 · 计算机科学 2022-10-07 Agostina Calabrese , Björn Ross , Mirella Lapata

Internet users highly rely on and trust web search engines, such as Google, to find relevant information online. However, scholars have documented numerous biases and inaccuracies in search outputs. To improve the quality of search results,…

计算机与社会 · 计算机科学 2023-10-06 Aleksandra Urman , Aniko Hannak , Mykola Makhortykh

We present a holistic approach to building a robust and useful natural language classification system for real-world content moderation. The success of such a system relies on a chain of carefully designed and executed steps, including the…

计算与语言 · 计算机科学 2023-02-16 Todor Markov , Chong Zhang , Sandhini Agarwal , Tyna Eloundou , Teddy Lee , Steven Adler , Angela Jiang , Lilian Weng

Positive feedback via likes and awards is central to online governance, yet which attributes of users' posts elicit rewards -- and how these vary across authors and communities -- remains unclear. To examine this, we combine…

人机交互 · 计算机科学 2026-02-03 Agam Goyal , Charlotte Lambert , Eshwar Chandrasekharan

Millions of people rely on search functionality to find and explore content on entertainment platforms. Modern search systems use a combination of candidate generation and ranking approaches, with advanced methods leveraging deep learning…

信息检索 · 计算机科学 2025-05-26 Adeep Hande , Kishorekumar Sundararajan , Sardar Hamidian , Ferhan Ture

Large Language Models (LLMs) are entering urban governance, yet their outputs are highly sensitive to prompts that carry value judgments. We propose Prompt Commons - a versioned, community-maintained repository of prompts with governance…

计算机与社会 · 计算机科学 2025-09-17 Rashid Mushkani

Ensuring content compliance with community guidelines is crucial for maintaining healthy online social environments. However, traditional human-based compliance checking struggles with scaling due to the increasing volume of user-generated…

计算机与社会 · 计算机科学 2024-09-16 Lucio La Cava , Andrea Tagarelli

Modelling the complex dynamics of online social platforms is critical for addressing challenges such as hate speech and misinformation. While Discussion Transformers, which model conversations as graph structures, have emerged as a…

社会与信息网络 · 计算机科学 2026-02-04 Liam Hebert , Lucas Kopp , Robin Cohen

Sensitive information detection is crucial in content moderation to maintain safe online communities. Assisting in this traditionally manual process could relieve human moderators from overwhelming and tedious tasks, allowing them to focus…

In this paper, we propose a novel task, Manipulation Question Answering (MQA), where the robot performs manipulation actions to change the environment in order to answer a given question. To solve this problem, a framework consisting of a…

人工智能 · 计算机科学 2023-02-22 Yuhong Deng , Di Guo , Xiaofeng Guo , Naifu Zhang , Huaping Liu , Fuchun Sun

Toxic and antisocial user behavior on social media platforms has received considerable scholarly attention due to its detrimental effects on society. This study takes a holistic perspective on the phenomenon of online toxicity by…

社会与信息网络 · 计算机科学 2025-11-24 Lorenzo Alvisi , Victoria Popa , Guglielmo Cola , Serena Tardelli , Maurizio Tesconi

Online power-asymmetric conflicts are prevalent, and most platforms rely on human moderators to conduct moderation currently. Previous studies have been continuously focusing on investigating human moderation biases in different scenarios,…

人机交互 · 计算机科学 2026-03-03 Yaqiong Li , Peng Zhang , Peixu Hou , Kainan Tu , Guangping Zhang , Shan Qu , Wenshi Chen , Yan Chen , Ning Gu , Tun Lu

Content moderation systems are typically evaluated by measuring agreement with human labels. In rule-governed environments this assumption fails: multiple decisions may be logically consistent with the governing policy, and agreement…

人工智能 · 计算机科学 2026-04-24 Michael O'Herlihy , Rosa Català

Comments play an important role within online creative communities because they make it possible to foster the production and improvement of authors' artifacts. We investigate how comment-based communication help shape members' behavior…

社会与信息网络 · 计算机科学 2021-07-30 Fabio Calefato , Giuseppe Iaffaldano , Filippo Lanubile , Antonio Lategano , Nicole Novielli

How communities respond to diverse societal challenges, from economic crises to political upheavals, is shaped by their collective minds - shared representations of ongoing events and current topics. In turn, collective minds are shaped by…

社会与信息网络 · 计算机科学 2025-04-14 Seungwoong Ha , Henrik Olsson , Kresimir Jaksic , Max Pellert , Mirta Galesic

Community-based question answering (CQA) platforms are crowd-sourced services for sharing user expertise on various topics, from mechanical repairs to parenting. While they naturally build-in an online social network infrastructure, they…

社会与信息网络 · 计算机科学 2015-08-26 Imrul Kayes , Nicolas Kourtellis , Francesco Bonchi , Adriana Iamnitchi

Most social media platforms implement content moderation to address interpersonal harms such as harassment. Content moderation relies on offender-centered, punitive approaches, e.g., bans and content removal. We consider an alternative…

人机交互 · 计算机科学 2023-06-09 Sijia Xiao , Shagun Jhaver , Niloufar Salehi

Large Question-and-Answer (Q&A) platforms support diverse knowledge curation on the Web. While researchers have studied user behavior on the platforms in a variety of contexts, there is relatively little insight into important by-products…

社会与信息网络 · 计算机科学 2019-02-08 Xiang Fu , Shangdi Yu , Austin R. Benson

Large language models' (LLMs') outputs are shaped by opaque and frequently-changing company content moderation policies and practices. LLM moderation often takes the form of refusal; models' refusal to produce text about certain topics both…

计算与语言 · 计算机科学 2025-10-03 Yunlang Dai , Emma Lurie , Danaé Metaxa , Sorelle A. Friedler

Live video streaming is increasingly popular on social media platforms. With the growth of live streaming comes an increased need for robust content moderation to remove dangerous, illegal, or otherwise objectionable content. Whereas video…

多媒体 · 计算机科学 2025-05-15 Andrew C. Freeman