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The peer review process in major artificial intelligence (AI) conferences faces unprecedented challenges with the surge of paper submissions (exceeding 10,000 submissions per venue), accompanied by growing concerns over review quality and…

人工智能 · 计算机科学 2025-05-09 Jaeho Kim , Yunseok Lee , Seulki Lee

The advancement of various fields of science depends on the actions of individual scientists via the peer review process. The referees' work patterns and stochastic nature of decision making both relate to the particular features of…

物理与社会 · 物理学 2013-04-19 T. Hartonen , M. J. Alava

In conference peer review, reviewers are often asked to provide "bids" on each submitted paper that express their interest in reviewing that paper. A paper assignment algorithm then uses these bids (along with other data) to compute a…

密码学与安全 · 计算机科学 2023-03-14 Steven Jecmen , Minji Yoon , Vincent Conitzer , Nihar B. Shah , Fei Fang

A semi-supervised model of peer review is introduced that is intended to overcome the bias and incompleteness of traditional peer review. Traditional approaches are reliant on human biases, while consensus decision-making is constrained by…

数字图书馆 · 计算机科学 2013-11-12 Bradly Alicea

Objective: Systematic reviews of scholarly documents often provide complete and exhaustive summaries of literature relevant to a research question. However, well-done systematic reviews are expensive, time-demanding, and labor-intensive.…

计算与语言 · 计算机科学 2020-12-15 Xiaoxiao Li , Rabah Al-Zaidy , Amy Zhang , Stefan Baral , Le Bao , C. Lee Giles

Many contemporary research funding instruments and research policies aim for excellence at the level of individual scientists, teams or research programmes. Good bibliometric approximations of related specialties could be useful for…

数字图书馆 · 计算机科学 2018-11-06 Nadine Rons

With the growing amount of published research, automatic evaluation of scholarly publications is becoming an important task. In this paper we address this problem and present a simple and transparent approach for evaluating the importance…

信息检索 · 计算机科学 2016-11-17 Drahomira Herrmannova , Petr Knoth

Citations play an important role in researchers' careers as a key factor in evaluation of scientific impact. Many anecdotes advice authors to exploit this fact and cite prospective reviewers to try obtaining a more positive evaluation for…

数字图书馆 · 计算机科学 2023-07-19 Ivan Stelmakh , Charvi Rastogi , Ryan Liu , Shuchi Chawla , Federico Echenique , Nihar B. Shah

We conducted a systematic literature review on automated grading and feedback tools for programming education. We analysed 121 research papers from 2017 to 2021 inclusive and categorised them based on skills assessed, approach, language…

软件工程 · 计算机科学 2023-12-11 Marcus Messer , Neil C. C. Brown , Michael Kölling , Miaojing Shi

In peer review, reviewers are usually asked to provide scores for the papers. The scores are then used by Area Chairs or Program Chairs in various ways in the decision-making process. The scores are usually elicited in a quantized form to…

信息检索 · 计算机科学 2022-04-13 Yusha Liu , Yichong Xu , Nihar B. Shah , Aarti Singh

Large language models offer a tempting solution to address the peer review crisis. This position paper argues that today's AI systems should not be used to produce paper reviews. We ground this position in an empirical comparison of human-…

人工智能 · 计算机科学 2026-05-06 Joachim Baumann , Jiaxin Pei , Sanmi Koyejo , Dirk Hovy

Peer review is a widely accepted mechanism for research evaluation, playing a pivotal role in academic publishing. However, criticisms have long been leveled at this mechanism, mostly because of its poor efficiency and low reproducibility.…

人工智能 · 计算机科学 2023-07-18 Jialiang Lin , Jiaxin Song , Zhangping Zhou , Yidong Chen , Xiaodong Shi

Peer review is the primary means of quality control in academia; as an outcome of a peer review process, program and area chairs make acceptance decisions for each paper based on the review reports and scores they received. Quality of…

计算与语言 · 计算机科学 2022-05-30 Nils Dycke , Edwin Simpson , Ilia Kuznetsov , Iryna Gurevych

Scientific publishing heavily relies on the assessment of quality of submitted manuscripts by peer reviewers. Assigning a set of matching reviewers to a submission is a highly complex task which can be performed only by domain experts. We…

数字图书馆 · 计算机科学 2021-10-08 Christin Katharina Kreutz , Ralf Schenkel

There has been a lively debate in many fields, including statistics and related applied fields such as psychology and biomedical research, on possible reforms of the scholarly publishing system. Currently, referees contribute so much to…

其他统计学 · 统计学 2012-05-22 Nicolas Chopin , Andrew Gelman , Kerrie L. Mengersen , Christian P. Robert

Citation recommendation describes the task of recommending citations for a given text. Due to the overload of published scientific works in recent years on the one hand, and the need to cite the most appropriate publications when writing…

信息检索 · 计算机科学 2020-09-09 Michael Färber , Adam Jatowt

Societies often rely on human experts to take a wide variety of decisions affecting their members, from jail-or-release decisions taken by judges and stop-and-frisk decisions taken by police officers to accept-or-reject decisions taken by…

机器学习 · 统计学 2018-05-29 Isabel Valera , Adish Singla , Manuel Gomez Rodriguez

Scientific writing builds upon already published papers. Manual identification of publications to read, cite or consider as related papers relies on a researcher's ability to identify fitting keywords or initial papers from which a…

数字图书馆 · 计算机科学 2022-09-08 Christin Katharina Kreutz , Ralf Schenkel

Motivated by the common academic problem of allocating papers to referees for conference reviewing we propose a novel mechanism for solving the assignment problem when we have a two sided matching problem with preferences from one side (the…

人工智能 · 计算机科学 2017-05-22 Jing Wu Lian , Nicholas Mattei , Renee Noble , Toby Walsh

Review articles summarize state-of-the-art work and provide a means to organize the growing number of scholarly publications. However, the current review method and publication mechanisms hinder the impact review articles can potentially…

数字图书馆 · 计算机科学 2021-07-09 Allard Oelen , Markus Stocker , Sören Auer