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Peer review is the cornerstone of scientific publishing, yet it suffers from inconsistencies, reviewer subjectivity, and scalability challenges. We introduce ReviewerToo, a modular framework for studying and deploying AI-assisted peer…

人工智能 · 计算机科学 2025-10-13 Gaurav Sahu , Hugo Larochelle , Laurent Charlin , Christopher Pal

This paper presents CRACQ, a multi-dimensional evaluation framework tailored to evaluate documents across f i v e specific traits: Coherence, Rigor, Appropriateness, Completeness, and Quality. Building on insights from traitbased Automated…

计算与语言 · 计算机科学 2025-10-06 Ishak Soltani , Francisco Belo , Bernardo Tavares

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…

This paper examines the potential for generative artificial intelligence (GenAI) to assist with internal review processes for research quality evaluations in UK higher education and particularly in preparation for the Research Excellence…

计算机与社会 · 计算机科学 2025-12-01 Gordon Fletcher , Saomai Vu Khan , Aldus Greenhill Fletcher

Artificial Intelligence (AI) has emerged as a transformative technology with the potential to revolutionize various sectors, from healthcare to finance, education, and beyond. However, successfully implementing AI systems remains a complex…

计算机与社会 · 计算机科学 2025-02-04 Dian Tjondronegoro

The success of research institutions heavily relies upon identifying the right researchers "for the job": researchers may need to identify appropriate collaborators, often from across disciplines; students may need to identify suitable…

计算与语言 · 计算机科学 2021-06-01 Oana Cocarascu , Andrew McLean , Paul French , Francesca Toni

In the rapidly evolving field of data science, efficiently navigating the expansive body of academic literature is crucial for informed decision-making and innovation. This paper presents an enhanced Retrieval-Augmented Generation (RAG)…

信息检索 · 计算机科学 2025-05-15 Ahmet Yasin Aytar , Kemal Kilic , Kamer Kaya

Large Language Models (LLMs) drive scientific question-answering on modern search engines, yet their evaluation robustness remains underexplored. We introduce YESciEval, an open-source framework that combines fine-grained rubric-based…

计算与语言 · 计算机科学 2025-05-30 Jennifer D'Souza , Hamed Babaei Giglou , Quentin Münch

Grading in large undergraduate STEM courses often yields minimal feedback due to heavy instructional workloads. We present a large-scale empirical study of AI grading on real, handwritten single-variable calculus work from UC Irvine. Using…

机器学习 · 计算机科学 2026-03-03 Zhiqi Yu , Xingping Liu , Haobin Mao , Mingshuo Liu , Long Chen , Jack Xin , Yifeng Yu

The rapid advancements in Generative AI and Large Language Models promise to transform the way research is conducted, potentially offering unprecedented opportunities to augment scholarly workflows. However, effectively integrating AI into…

With the advent of large multimodal language models, science is now at a threshold of an AI-based technological transformation. An emerging ecosystem of models and tools aims to support researchers throughout the scientific lifecycle,…

The field of AI research is advancing at an unprecedented pace, enabling automated hypothesis generation and experimental design across diverse domains such as biology, mathematics, and artificial intelligence. Despite these advancements,…

机器学习 · 计算机科学 2025-10-07 Yaowenqi Liu , Bingxu Meng , Rui Pan , Yuxing Liu , Jerry Huang , Jiaxuan You , Tong Zhang

In technical subjects characterized by high enrollment, such as Basic Hydraulics, the assessment of reports necessitates superior levels of objectivity, consistency, and formative feedback; goals often compromised by faculty workload. This…

计算机与社会 · 计算机科学 2025-10-28 Hugo Roger Paz

The ability to research and synthesize knowledge is central to human expertise and progress. A new class of AI systems--designed for generative research synthesis--aims to automate this process by retrieving information from the live web…

计算与语言 · 计算机科学 2026-02-10 Liana Patel , Negar Arabzadeh , Harshit Gupta , Ankita Sundar , Ion Stoica , Matei Zaharia , Carlos Guestrin

We introduce VeriStruct, a novel framework that extends AI-assisted automated verification from single functions to more complex data structure modules in Verus. VeriStruct employs a planner module to orchestrate the systematic generation…

软件工程 · 计算机科学 2026-03-04 Chuyue Sun , Yican Sun , Daneshvar Amrollahi , Ethan Zhang , Shuvendu Lahiri , Shan Lu , David Dill , Clark Barrett

Academic writing is an indispensable yet laborious part of the research enterprise. This Perspective maps out principles and methods for using generative artificial intelligence (AI), specifically large language models (LLMs), to elevate…

计算机与社会 · 计算机科学 2026-04-07 Zhicheng Lin

We report a framework that enables the wide adoption of authentic research educational methodology at various schools by addressing common barriers. The guiding principles we present were applied to implement a program in which teams of…

This study empirically examines the "Evaluative AI" framework, which aims to enhance the decision-making process for AI users by transitioning from a recommendation-based approach to a hypothesis-driven one. Rather than offering direct…

人机交互 · 计算机科学 2024-11-14 Jaroslaw Kornowicz

This work is a preliminary exploratory study of how we could progress a step towards an AI assisted article classification sys- tem in academia. The proposed system aims to aid the journal editors in their decisions by pinpointing the…

数字图书馆 · 计算机科学 2018-02-20 Tirthankar Ghosal , Rajeev Verma , Asif Ekbal , Sriparna Saha , Pushpak Bhattacharyya

This paper explores the transformative potential of computer-assisted textual analysis in enhancing instructional quality through in-depth insights from educational artifacts. We integrate Richard Elmore's Instructional Core Framework to…

人工智能 · 计算机科学 2026-05-22 Zewei Tian , Min Sun , Alex Liu , Shawon Sarkar , Jing Liu