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Offline evaluation of search systems depends on test collections. These benchmarks provide the researchers with a corpus of documents, topics and relevance judgements indicating which documents are relevant for each topic. While test…

信息检索 · 计算机科学 2025-07-23 David Otero , Javier Parapar , Álvaro Barreiro

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…

There is increasing attention to evaluating the fairness of search system ranking decisions. These metrics often consider the membership of items to particular groups, often identified using protected attributes such as gender or ethnicity.…

信息检索 · 计算机科学 2021-08-12 Ömer Kırnap , Fernando Diaz , Asia Biega , Michael Ekstrand , Ben Carterette , Emine Yılmaz

In the domain of education, the integration of,technology has led to a transformative era, reshaping traditional,learning paradigms. Central to this evolution is the automation,of grading processes, particularly within the STEM domain…

While the widespread use of Large Language Models (LLMs) brings convenience, it also raises concerns about the credibility of academic research and scholarly processes. To better understand these dynamics, we evaluate the penetration of…

计算与语言 · 计算机科学 2025-02-18 Li Zhou , Ruijie Zhang , Xunlian Dai , Daniel Hershcovich , Haizhou Li

The review process is essential to ensure the quality of publications. Recently, the increase of submissions for top venues in machine learning and NLP has caused a problem of excessive burden on reviewers and has often caused concerns…

计算与语言 · 计算机科学 2021-09-30 Ana Sabina Uban , Cornelia Caragea

In the era of big data, the advancement, improvement, and application of algorithms in academic research have played an important role in promoting the development of different disciplines. Academic papers in various disciplines, especially…

计算与语言 · 计算机科学 2020-10-22 Yuzhuo Wang , Chengzhi Zhang

Scholarly writing presents a complex space that generally follows a methodical procedure to plan and produce both rationally sound and creative compositions. Recent works involving large language models (LLM) demonstrate considerable…

计算与语言 · 计算机科学 2023-04-04 Ryan Koo , Anna Martin , Linghe Wang , Dongyeop Kang

To help researchers conduct a systematic review or meta-analysis as efficiently and transparently as possible, we designed a tool (ASReview) to accelerate the step of screening titles and abstracts. For many tasks - including but not…

Scholarly peer review is a cornerstone of scientific advancement, but the system is under strain due to increasing manuscript submissions and the labor-intensive nature of the process. Recent advancements in large language models (LLMs)…

计算与语言 · 计算机科学 2024-12-03 Rui Ye , Xianghe Pang , Jingyi Chai , Jiaao Chen , Zhenfei Yin , Zhen Xiang , Xiaowen Dong , Jing Shao , Siheng Chen

With the rapid growth of academic publications, peer review has become an essential yet time-consuming responsibility within the research community. Large Language Models (LLMs) have increasingly been adopted to assist in the generation of…

计算与语言 · 计算机科学 2025-10-09 Xian Gao , Jiacheng Ruan , Zongyun Zhang , Jingsheng Gao , Ting Liu , Yuzhuo Fu

Assessing a cited paper's impact is typically done by analyzing its citation context in isolation within the citing paper. While this focuses on the most directly relevant text, it prevents relative comparisons across all the works a paper…

数字图书馆 · 计算机科学 2026-04-24 Hannah Collison , Benjamin Van Durme , Daniel Khashabi

Peer Assessment is a task of analysis and commenting on student's writing by peers, is core of all educational components both in campus and in MOOC's. However, with the sheer scale of MOOC's & its inherent personalised open ended learning,…

计算机与社会 · 计算机科学 2020-01-31 Manikandan Ravikiran

Assessing writing in large classes for formal or informal learners presents a significant challenge. Consequently, most large classes, particularly in science, rely on objective assessment tools such as multiple-choice quizzes, which have a…

计算与语言 · 计算机科学 2025-01-24 Chris Impey , Matthew Wenger , Nikhil Garuda , Shahriar Golchin , Sarah Stamer

An accurate and fair assessment of the efficiency and impact of scientific work is, despite a lot of recent research effort, still an open problem. The measurement of quality and success of individual scientists and research groups can be…

数字图书馆 · 计算机科学 2015-11-19 Miloš Kudělka , Jan Platoš , Pavel Krömer

Citation metrics are becoming pervasive in the quantitative evaluation of scholars, journals and institutions. More then ever before, hiring, promotion, and funding decisions rely on a variety of impact metrics that cannot disentangle…

数字图书馆 · 计算机科学 2015-09-03 Jasleen Kaur , Emilio Ferrara , Filippo Menczer , Alessandro Flammini , Filippo Radicchi

Automated writing evaluation (AWE) has been shown to be an effective mechanism for quickly providing feedback to students. It has already seen wide adoption in enterprise-scale applications and is starting to be adopted in large-scale…

计算与语言 · 计算机科学 2014-12-19 Nicholas Dronen , Peter W. Foltz , Kyle Habermehl

A leaderboard is a tabular presentation of performance scores of the best competing techniques that address a specific scientific problem. Manually maintained leaderboards take time to emerge, which induces a latency in performance…

数字图书馆 · 计算机科学 2019-02-21 Mayank Singh , Rajdeep Sarkar , Atharva Vyas , Pawan Goyal , Animesh Mukherjee , Soumen Chakrabarti

The use of large language models (LLMs) in scholarly publications has grown dramatically since the launch of ChatGPT in late 2022. This usage is often undisclosed, and it can be challenging for readers and reviewers to identify human…

数字图书馆 · 计算机科学 2025-12-02 Andrew Gray

The scientific literature is growing rapidly, making it hard to keep track of the state-of-the-art. Systematic literature reviews (SLRs) aim to identify and evaluate all relevant papers on a topic. After retrieving a set of candidate…

计算与语言 · 计算机科学 2025-06-09 Christian Jaumann , Andreas Wiedholz , Annemarie Friedrich