paper-with-me

홈 › Papers

Beyond Effectiveness: A Multi-Criteria Framework for Comparing Practical Socio-Technical Interventions

2026-08-21 · Catherine King, Lynnette Hui Xian Ng, Kathleen M. Carley arxiv

Designers and policymakers in sociotechnical domains like content moderation, privacy interfaces, recommender systems and beyond, must choose among a growing menu of proposed interventions, but typically lack a principled basis for comparing them. Prior work tends to evaluate interventions individually and mostly along the effectiveness criteria, while implementation constraints such as cost, effort and feasibility are often considered separately. We present a multi-criteria framework for evaluating sociotechnical interventions. This framework is instantiated through the case of misinformation, a domain of intense focus for proposed countermeasures. We survey $N=39$ researchers on 40 operationalized interventions across five evaluative criteria: political feasibility, effectiveness, user acceptance, cost, and implementation effort. We find that the interventions that experts judge to be the most effective are not always the most acceptable to the public or the most feasible to implement. We also discuss how this tension has implications for the design of sociotechnical interventions beyond misinformation, and offer a decision framework for practitioners navigating the trade-offs of sociotechnical interventions.

📄 PDF Abstract BibTeX arXiv:2608.20649

Code (2)

Tavish9/awesome-daily-AI-arxiv ★ 113
arxivsub/arXivSub_daily_arxiv ★ 4

Similar Papers 제목 키워드 기반

A Visual Analytics System for Multi-model Comparison on Clinical Data Predictions

2020-02-18 · Yiran Li, Takanori Fujiwara, Yong K. Choi, Katherine K. Kim 외

There is a growing trend of applying machine learning methods to medical datasets in order to predict patients' future status. Although some of these methods achieve high performance, challenges still exist in comparing …

BIG-bench Machine LearningDecision Making

A Framework for Comparing Groups of Documents

2015-08-24 · Arun S. Maiya

We present a general framework for comparing multiple groups of documents. A bipartite graph model is proposed where document groups are represented as one node set and the comparison criteria are represented as the othe…

CoALT: A Software for Comparing Automatic Labelling Tools

2012-05-01 · LREC 2012 5 · Dominique Fohr, Odile Mella

Speech-text alignment tools are frequently used in speech technology and research. In this paper, we propose a GPL software CoALT (Comparing Automatic Labelling Tools) for comparing two automatic labellers or two speech-…

Speech RecognitionSpeech Synthesis

An Empirical Assessment of the Qualitative Aspects of Misinformation in Health News

2021-06-01 · NAACL (NLP4IF) 2021 6 · Chaoyuan Zuo, Qi Zhang, Ritwik Banerjee

The explosion of online health news articles runs the risk of the proliferation of low-quality information. Within the existing work on fact-checking, however, relatively little attention has been paid to medical news. W…

ArticlesFact CheckingMisinformationNews Classification

A mullti- or many- objective evolutionary algorithm with global loop update

2018-01-25 · Yingyu Zhang, Bing Zeng, Yuanzhen Li, Junqing Li

Multi- or many-objective evolutionary algorithm- s(MOEAs), especially the decomposition-based MOEAs have been widely concerned in recent years. The decomposition-based MOEAs emphasize convergence and diversity in a simpl…

DiversityEvolutionary Algorithms