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We analyze the structure of the disagreement among a population of voters over a set of alternatives. Surveys typically ask either for pairwise comparisons, simple and intuitive for participants, or full rankings over alternatives,…

Artificial Intelligence · Computer Science 2026-05-20 Mohamed Ouaguenouni , Felipe Garrido-Lucero , Umberto Grandi , César Hidalgo , Magdalena Tydrichova

Evaluation of search engines relies on assessments of search results for selected test queries, from which we would ideally like to draw conclusions in terms of relevance of the results for general (e.g., future, unknown) users. In practice…

Information Retrieval · Computer Science 2015-11-24 Thomas Demeester , Robin Aly , Djoerd Hiemstra , Dong Nguyen , Chris Develder

Recent trends in planning research have led to empirical comparison becoming commonplace. The field has started to settle into a methodology for such comparisons, which for obvious practical reasons requires running a subset of planners on…

Artificial Intelligence · Computer Science 2011-06-10 E. Dahlman , A. E. Howe

Critique between peers plays a vital role in the production of scientific knowledge. Yet, there is limited empirical evidence on the origins of criticism, its effects on the papers and individuals involved, and its visibility within the…

Digital Libraries · Computer Science 2024-12-05 Bingsheng Chen , Dakota Murray , Yixuan Liu , Albert-László Barabási

Peer review is a key activity intended to preserve the quality and integrity of scientific publications. However, in practice it is far from perfect. We aim at understanding how reviewers, including those who have won awards for reviewing,…

Software Engineering · Computer Science 2021-06-21 Neil A. Ernst , Jeffrey C. Carver , Daniel Mendez , Marco Torchiano

Peer review determines which scholarship is legitimized; however, review biases often disadvantage scholarship that diverges from the norm. Human-Computer Interaction (HCI) lacks a systemic inquiry into how such biases affect…

Human-Computer Interaction · Computer Science 2026-01-27 Hellina Hailu Nigatu , Farhana Shahid , Vishal Sharma , Abigail Oppong , Michaelanne Thomas , Syed Ishtiaque Ahmed

Context: Pre-publication peer review of scientific articles is considered a key element of the research process in software engineering, yet it is often perceived as not to work fully well. Objective: We aim at understanding the perceptions…

Software Engineering · Computer Science 2017-10-31 Lutz Prechelt , Daniel Graziotin , Daniel Méndez Fernández

The number of citations received by authors in scientific journals has become a major parameter to assess individual researchers and the journals themselves through the impact factor. A fair assessment therefore requires that the criteria…

Physics and Society · Physics 2012-09-25 D. R. Amancio , M. G. V. Nunes , O. N. Oliveira , L. da F. Costa

A primary goal of online deliberation platforms is to identify ideas that are broadly agreeable to a community of users through their expressed preferences. Yet, consensus elicitation should ideally extend beyond the specific statements…

Machine Learning · Computer Science 2026-04-24 Carter Blair , Ben Armstrong , Shiri Alouf-Heffetz , Nimrod Talmon , Davide Grossi

Peer review is a core element of the scientific process, particularly in conference-centered fields such as ML and NLP. However, only few studies have evaluated its properties empirically. Aiming to fill this gap, we present a corpus that…

Computation and Language · Computer Science 2019-03-29 Yang Gao , Steffen Eger , Ilia Kuznetsov , Iryna Gurevych , Yusuke Miyao

The manuscript is about an interlaboratory comparison which involved eleven metrology institutes. It comprises four tasks: i) deriving a consensus value from these results; ii) evaluating the associated standard uncertainty; iii) producing…

Data Analysis, Statistics and Probability · Physics 2021-09-01 Giovanni Mana

People unequivocally employ reviews to decide on purchasing an item or an experience on the internet. In that regard, the growing significance and number of opinions have led to the development of methods to assess their sentiment content…

Computation and Language · Computer Science 2022-01-07 José Bonet , José Bonet

During the last three years we conducted several information retrieval evaluation series with more than 180 LIS students who made relevance assessments on the outcomes of three specific retrieval services. In this study we do not focus on…

Information Retrieval · Computer Science 2017-05-03 Philipp Schaer

Peer review lies at the core of the academic process, but even well-intentioned reviewers can still provide noisy ratings. While ranking papers by average ratings may reduce noise, varying noise levels and systematic biases stemming from…

Computer Science and Game Theory · Computer Science 2023-12-13 Yuxuan Lu , Yuqing Kong

Students' beliefs about the extent to which meaningful others, including their peers, recognize them as a strong science student are correlated with their persistence in science courses and careers. Yet, prior work has found a gender bias…

Physics Education · Physics 2024-05-07 Meagan Sundstrom , Logan Kageorge

The scientific peer-review process is facing a shortage of human resources due to the rapid growth in the number of submitted papers. The use of language models to reduce the human cost of peer review has been actively explored as a…

Computation and Language · Computer Science 2026-01-27 Kiyotada Mori , Shohei Tanaka , Tosho Hirasawa , Tadashi Kozuno , Koichiro Yoshino , Yoshitaka Ushiku

Peer review (e.g., grading assignments in Massive Open Online Courses (MOOCs), academic paper review) is an effective and scalable method to evaluate the products (e.g., assignments, papers) of a large number of agents when the number of…

Computer Science and Game Theory · Computer Science 2014-11-11 Yuanzhang Xiao , Florian Dörfler , Mihaela van der Schaar

Current alignment pipelines presume a single, universal notion of desirable behavior. However, human preferences often diverge across users, contexts, and cultures. As a result, disagreement collapses into the majority signal and minority…

Machine Learning · Computer Science 2025-06-10 Daniel Halpern , Evi Micha , Ariel D. Procaccia , Itai Shapira

The peer review process is often regarded as the gatekeeper of scientific integrity, yet increasing evidence suggests that it is not immune to bias. Although structural inequities in peer review have been widely debated, much less attention…

Computation and Language · Computer Science 2025-07-22 Maria Sahakyan , Bedoor AlShebli

During the Italian research assessment exercise, the national agency ANVUR performed an experiment to assess agreement between grades attributed to journal articles by informed peer review (IR) and by bibliometrics. A sample of articles was…

Digital Libraries · Computer Science 2016-03-25 Alberto Baccini , Giuseppe De Nicolao