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This paper introduces a methodological framework for empirically testing AI alignment strategies through structured multi-model dialogue. Drawing on Peace Studies traditions - particularly interest-based negotiation, conflict…

人工智能 · 计算机科学 2026-01-29 Gray Cox

With the spread of online social networks, it is more and more difficult to monitor all the user-generated content. Automating the moderation process of the inappropriate exchange content on Internet has thus become a priority task. Methods…

计算与语言 · 计算机科学 2021-01-19 Noé Cecillon , Vincent Labatut , Richard Dufour , Georges Linares

Large language models (LLMs) have shown great potential in flagging harmful content in online communities. Yet, existing approaches for moderation require a separate model for every community and are opaque in their decision-making,…

计算与语言 · 计算机科学 2025-10-24 Agam Goyal , Xianyang Zhan , Yilun Chen , Koustuv Saha , Eshwar Chandrasekharan

How can we model arguments and their dynamics in online forum discussions? The meteoric rise of online forums presents researchers across different disciplines with an unprecedented opportunity: we have access to texts containing discourse…

社会与信息网络 · 计算机科学 2024-07-04 Arman Irani , Michalis Faloutsos , Kevin Esterling

In this work, we examine hateful memes from three complementary angles - how to detect them, how to explain their content and how to intervene them prior to being posted - by applying a range of strategies built on top of generative AI…

计算与语言 · 计算机科学 2026-01-09 Naquee Rizwan , Subhankar Swain , Paramananda Bhaskar , Gagan Aryan , Shehryaar Shah Khan , Animesh Mukherjee

Content moderation typically combines the efforts of human moderators and machine learning models. However, these systems often rely on data where significant disagreement occurs during moderation, reflecting the subjective nature of…

计算与语言 · 计算机科学 2025-09-01 Guillermo Villate-Castillo , Javier Del Ser , Borja Sanz

Content moderation is the process of flagging content based on pre-defined platform rules. There has been a growing need for AI moderators to safeguard users as well as protect the mental health of human moderators from traumatic content.…

计算与语言 · 计算机科学 2023-02-21 Meng Ye , Karan Sikka , Katherine Atwell , Sabit Hassan , Ajay Divakaran , Malihe Alikhani

Conversational moderation of online communities is crucial to maintaining civility for a constructive environment, but it is challenging to scale and harmful to moderators. The inclusion of sophisticated natural language generation modules…

Content moderation is a central mechanism through which platforms attempt to balance user engagement with community governance. Yet existing research has largely treated moderation as a uniform intervention, overlooking how moderator…

计算机与社会 · 计算机科学 2026-05-18 Siyi Zhou , Lindsay Young , Marlon Twyman , Emilio Ferrara

Argumentative stance classification plays a key role in identifying authors' viewpoints on specific topics. However, generating diverse pairs of argumentative sentences across various domains is challenging. Existing benchmarks often come…

计算与语言 · 计算机科学 2024-11-19 Jiaqing Yuan , Ruijie Xi , Munindar P. Singh

Content moderation research typically prioritizes representing and addressing challenges for one group of stakeholders or communities in one type of context. While taking a focused approach is reasonable or even favorable for empirical case…

人机交互 · 计算机科学 2022-06-08 Jialun Aaron Jiang , Peipei Nie , Jed R. Brubaker , Casey Fiesler

The lack of time-efficient and reliable evaluation methods hamper the development of conversational dialogue systems (chatbots). Evaluations requiring humans to converse with chatbots are time and cost-intensive, put high cognitive demands…

In the digital age, hate speech poses a threat to the functioning of social media platforms as spaces for public discourse. Top-down approaches to moderate hate speech encounter difficulties due to conflicts with freedom of expression and…

计算机与社会 · 计算机科学 2025-11-24 Jana Lasser , Alina Herderich , Joshua Garland , Segun Taofeek Aroyehun , David Garcia , Mirta Galesic

Topic models uncover latent thematic structures in text corpora, yet evaluating their quality remains challenging, particularly in specialized domains. Existing methods often rely on automated metrics like topic coherence and diversity,…

计算与语言 · 计算机科学 2026-03-03 Thibault Prouteau , Francis Lareau , Nicolas Dugué , Jean-Charles Lamirel , Christophe Malaterre

To address the widespread problem of uncivil behavior, many online discussion platforms employ human moderators to take action against objectionable content, such as removing it or placing sanctions on its authors. This reactive paradigm of…

计算机与社会 · 计算机科学 2022-12-01 Charlotte Schluger , Jonathan P. Chang , Cristian Danescu-Niculescu-Mizil , Karen Levy

As conversational AI-based dialogue management has increasingly become a trending topic, the need for a standardized and reliable evaluation procedure grows even more pressing. The current state of affairs suggests various evaluation…

计算与语言 · 计算机科学 2020-06-12 Sarah E. Finch , Jinho D. Choi

Content moderators play a key role in keeping the conversation on social media healthy. While the high volume of content they need to judge represents a bottleneck to the moderation pipeline, no studies have explored how models could…

计算与语言 · 计算机科学 2024-06-07 Agostina Calabrese , Leonardo Neves , Neil Shah , Maarten W. Bos , Björn Ross , Mirella Lapata , Francesco Barbieri

Hateful comments are prevalent on social media platforms. Although tools for automatically detecting, flagging, and blocking such false, offensive, and harmful content online have lately matured, such reactive and brute force methods alone…

计算与语言 · 计算机科学 2024-01-17 Sougata Saha , Rohini Srihari

English as a Second Language (ESL) speakers often struggle to engage in group discussions due to language barriers. While moderators can facilitate participation, few studies assess conversational engagement and evaluate moderation…

计算与语言 · 计算机科学 2025-02-26 Rena Gao , Ming-Bin Chen , Lea Frermann , Jey Han Lau

Human conversation is organized by an implicit chain of thoughts that manifests as timed speech acts. Capturing this causal pathway is key to building natural full-duplex interactive systems. We introduce a framework that enables reasoning…

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