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Recent successes in the Machine Learning community have led to a steep increase in the number of papers submitted to conferences. This increase made more prominent some of the issues that affect the current review process used by these…

机器学习 · 计算机科学 2021-06-03 Alessio Russo

In order to disseminate the exponential extent of knowledge being produced in the form of scientific publications, it would be best to design mechanisms that connect it with already existing rich repository of concepts -- the Wikipedia. Not…

信息检索 · 计算机科学 2017-05-10 Abhik Jana , Sruthi Mooriyath , Animesh Mukherjee , Pawan Goyal

Context: Study screening in systematic literature reviews is costly, inconsistency-prone, and risk-asymmetric, since false negatives can compromise validity. Despite rapid uptake of Large Language Models (LLMs), there is limited evidence on…

软件工程 · 计算机科学 2026-05-01 Gilberto Sussumu Hida , Danilo Monteiro Ribeiro , Erika Yahata

The abstracts of scientific papers consist of premises and conclusions. Structured abstracts explicitly highlight the conclusion sentences, whereas non-structured abstracts may have conclusion sentences at uncertain positions. This implicit…

计算与语言 · 计算机科学 2023-05-22 Yingqiang Gao , Jessica Lam , Nianlong Gu , Richard H. R. Hahnloser

Peer review serves as a backbone of academic research, but in most AI conferences, the review quality is degrading as the number of submissions explodes. To reliably detect low-quality reviews, we define misinformed review points as either…

Peer review is the primary mechanism for evaluating scientific contributions, yet prior studies have mostly examined paper features or external metadata in isolation. The emergence of open platforms such as OpenReview has transformed peer…

计算机与社会 · 计算机科学 2026-01-30 Sangkeun Jung , Goun Pyeon , Inbum Heo , Hyungjin Ahn

CONTEXT: There has been a rapid growth in the use of data analytics to underpin evidence-based software engineering. However the combination of complex techniques, diverse reporting standards and poorly understood underlying phenomena are…

软件工程 · 计算机科学 2019-04-16 Tim Menzies , Martin Shepperd

Transformative agreements between academic publishers and research institutions are ubiquitous. The 'Efficiency and Standards for Article Charges' (ESAC) Initiative lists more than 1,000 contracts in its database. We make use of this unique…

数字图书馆 · 计算机科学 2024-10-01 Laura Rothfritz , W. Benedikt Schmal , Ulrich Herb

Citation parsing is fundamental for search engines within academia and the protection of intellectual property. Meticulous extraction is further needed when evaluating the similarity of documents and calculating their citation impact.…

数字图书馆 · 计算机科学 2018-05-23 Niall Martin Ryan

This study investigates the automation of meta-analysis in scientific documents using large language models (LLMs). Meta-analysis is a robust statistical method that synthesizes the findings of multiple studies support articles to provide a…

Voice-controlled dialog systems have become immensely popular due to their ability to perform a wide range of actions in response to diverse user queries. These agents possess a predefined set of skills or intents to fulfill specific user…

计算与语言 · 计算机科学 2026-03-17 Ankan Mullick , Sukannya Purkayastha , Saransh Sharma , Pawan Goyal , Niloy Ganguly

Assessing originality in AI research is arguably the most consequential yet least reliable step in peer review. Reviewer judgments of originality remain opaque, inconsistent, and dependent on comparisons to prior work that are often…

计算与语言 · 计算机科学 2026-05-28 Abeer Mostafa , Thi Huyen Nguyen , Zahra Ahmadi

Retractions play a vital role in maintaining scientific integrity, yet systematic studies of retractions in computer science and other STEM fields remain scarce. We present WithdrarXiv, the first large-scale dataset of withdrawn papers from…

计算与语言 · 计算机科学 2024-12-06 Delip Rao , Jonathan Young , Thomas Dietterich , Chris Callison-Burch

Literature recommendation is essential for researchers to find relevant articles in an ever-growing academic field. However, traditional methods often struggle due to data limitations and methodological challenges. In this work, we…

应用统计 · 统计学 2025-03-04 Kun Liu , Yan Zhang , Rui Pan , Tianchen Gao , Hansheng Wang

Human-AI interaction researchers face an overwhelming challenge: synthesizing insights from thousands of empirical studies to understand how AI impacts people and inform effective design. Existing approach for literature reviews cluster…

人机交互 · 计算机科学 2025-10-01 Chayapatr Archiwaranguprok , Awu Chen , Sheer Karny , Hiroshi Ishii , Pattie Maes , Pat Pataranutaporn

While Crossref makes available more than 1.8 billion bibliographic references from publications for which it provides a DOI, more than 698 million of these references do not specify a DOI, making the creation of a formal citation link from…

数字图书馆 · 计算机科学 2025-11-25 Matteo Guenci , Ivan Heibi , Chiara Parravicini , Silvio Peroni , Marta Soricetti

Summary Background Claims made in science papers are coming under increased scrutiny with many claims failing to replicate. Meta-analysis studies that use unreliable observational studies should be in question. We examine the reliability of…

应用统计 · 统计学 2019-02-05 S. Stanley Young , Mithun Kumar Acharjee , Kumer Das

Clinical document metadata, such as document type, structure, author role, medical specialty, and encounter setting, is essential for accurate interpretation of information captured in clinical documents. However, vast documentation…

计算与语言 · 计算机科学 2026-01-16 Kurt Miller , Qiuhao Lu , William Hersh , Kirk Roberts , Steven Bedrick , Andrew Wen , Hongfang Liu

Context: Conducting experiments is central to research machine learning research to benchmark, evaluate and compare learning algorithms. Consequently it is important we conduct reliable, trustworthy experiments. Objective: We investigate…

Performance is a key quality of modern software. Although recent years have seen a spike in research on automated improvement of software's execution time, energy, memory consumption, etc., there is a noticeable lack of standard benchmarks…

软件工程 · 计算机科学 2025-09-09 Aymeric Blot , Justyna Petke