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Related papers: Analysis of the ALMA Cycle 8 Distributed Peer Revi…

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Evaluating large language models typically relies on human-authored benchmarks, reference answers, and human or single-model judgments, approaches that scale poorly, become quickly outdated, and mismatch open-world deployments that depend…

Artificial Intelligence · Computer Science 2026-02-04 Yanki Margalit , Erni Avram , Ran Taig , Oded Margalit , Nurit Cohen-Inger

Academic paper review typically requires substantial time, expertise, and human resources. Large Language Models (LLMs) present a promising method for automating the review process due to their extensive training data, broad knowledge base,…

Computers and Society · Computer Science 2025-06-24 Chuanlei Li , Xu Hu , Minghui Xu , Kun Li , Yue Zhang , Xiuzhen Cheng

Scientific papers are complex and understanding the usefulness of these papers requires prior knowledge. Peer reviews are comments on a paper provided by designated experts on that field and hold a substantial amount of information, not…

Computation and Language · Computer Science 2020-06-08 Souvic Chakraborty , Pawan Goyal , Animesh Mukherjee

Background: Testing and validation of the semantic correctness of patches provided by tools for Automated Program Repairs (APR) has received a lot of attention. Yet, the eventual acceptance or rejection of suggested patches for real world…

Software Engineering · Computer Science 2022-09-19 Aurora Papotti , Ranindya Paramitha , Fabio Massacci

This study explores the integration of Large Language Models (LLMs) into the grading and appeal resolution process in computer science education. We introduce AI-PAT, an AI-powered assessment tool that leverages LLMs to evaluate computer…

Human-Computer Interaction · Computer Science 2025-04-21 I. Aytutuldu , O. Yol , Y. S. Akgul

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…

Software Engineering · Computer Science 2023-12-11 Marcus Messer , Neil C. C. Brown , Michael Kölling , Miaojing Shi

Current practice for evaluating recommender systems typically focuses on point estimates of user-oriented effectiveness metrics or business metrics, sometimes combined with additional metrics for considerations such as diversity and…

Information Retrieval · Computer Science 2023-09-13 Michael D. Ekstrand , Ben Carterette , Fernando Diaz

Telescope bibliographies are integral parts of observing facilities. They are used to associate the published literature with archived observational data, to measure an observatory's scientific output through publication and citation…

Instrumentation and Methods for Astrophysics · Physics 2015-06-22 Silvia Meakins , Uta Grothkopf , Marsha J. Bishop , Felix Stoehr , Ken Tatematsu

Anonymous peer review is used by the great majority of computer science conferences. OpenReview is such a platform that aims to promote openness in peer review process. The paper, (meta) reviews, rebuttals, and final decisions are all…

Digital Libraries · Computer Science 2021-04-07 Gang Wang , Qi Peng , Yanfeng Zhang , Mingyang Zhang

The emerging paradigm of AI co-scientists focuses on tasks characterized by repeatable verification, where agents explore search spaces in 'guess and check' loops. This paradigm does not extend to problems where repeated evaluation is…

Online discussion platforms, such as community Q&A sites and forums, have become important hubs where academic conference authors share and seek information about the peer review process and outcomes. However, these discussions involve only…

Social and Information Networks · Computer Science 2025-09-23 Hangxiao Zhu , Yian Yin , Yu Zhang

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…

Digital Libraries · Computer Science 2023-07-19 Ivan Stelmakh , Charvi Rastogi , Ryan Liu , Shuchi Chawla , Federico Echenique , Nihar B. Shah

We examine the outcomes of the regular announcements of observing opportunities for ESA's gamma-ray observatory INTEGRAL issued between 2000 and 2021. We investigate how success rates vary with the lead proposer's gender, academic age and…

Instrumentation and Methods for Astrophysics · Physics 2024-02-27 Erik Kuulkers , Celia Sanchez-Fernandez , Arvind N. Parmar

As natural language corpora expand at an unprecedented rate, manual annotation remains a significant methodological bottleneck in corpus linguistic work. We address this challenge by presenting a scalable pipeline for automating grammatical…

Computation and Language · Computer Science 2026-02-11 Cameron Morin , Matti Marttinen Larsson

Many applications such as hiring and university admissions involve evaluation and selection of applicants. These tasks are fundamentally difficult, and require combining evidence from multiple different aspects (what we term "attributes").…

Human-Computer Interaction · Computer Science 2022-09-20 Jingyan Wang , Carmel Baharav , Nihar B. Shah , Anita Williams Woolley , R Ravi

Objective: This study aims to summarize the usage of Large Language Models (LLMs) in the process of creating a scientific review. We look at the range of stages in a review that can be automated and assess the current state-of-the-art…

Digital Libraries · Computer Science 2025-05-16 Dmitry Scherbakov , Nina Hubig , Vinita Jansari , Alexander Bakumenko , Leslie A. Lenert

CASA, the Common Astronomy Software Applications, is the primary data processing software for the Atacama Large Millimeter/submillimeter Array (ALMA) and the Karl G. Jansky Very Large Array (VLA), and is often used also for other radio…

Scientific Deep Research (DR) agents answer user queries by synthesizing research papers into multi-section reports. User feedback can improve their utility, but existing protocols only score the final report, making it hard to study and…

The advent of large language models (LLMs) offers unprecedented opportunities to reimagine peer review beyond the constraints of traditional workflows. Despite these opportunities, prior efforts have largely focused on replicating…

Computation and Language · Computer Science 2025-09-26 Yaohui Zhang , Haijing Zhang , Wenlong Ji , Tianyu Hua , Nick Haber , Hancheng Cao , Weixin Liang

The integration of artificial intelligence (AI) continues to increase and evolve, including in software engineering (SE). This integration involves processes traditionally entrusted to humans, such as coding. However, the impact on…

Software Engineering · Computer Science 2025-01-07 Adam Alami , Neil A. Ernst