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Review rating prediction of text reviews is a rapidly growing technology with a wide range of applications in natural language processing. However, most existing methods either use hand-crafted features or learn features using deep learning…

Computation and Language · Computer Science 2020-11-03 Zhongfen Deng , Hao Peng , Congying Xia , Jianxin Li , Lifang He , Philip S. Yu

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.…

Artificial Intelligence · Computer Science 2023-07-18 Jialiang Lin , Jiaxin Song , Zhangping Zhou , Yidong Chen , Xiaodong Shi

Grading of examination papers is a hectic, time-labor intensive task and is often subjected to inefficiency and bias in checking. This research project is a primitive experiment in the automation of grading of theoretical answers written in…

Machine Learning · Computer Science 2020-04-21 Rahul Kr Chauhan , Ravinder Saharan , Siddhartha Singh , Priti Sharma

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…

Computation and Language · Computer Science 2021-09-30 Ana Sabina Uban , Cornelia Caragea

Automatic essay grading (AEG) has attracted the the attention of the NLP community because of its applications to several educational applications, such as scoring essays, short answers, etc. AEG systems can save significant time and money…

Computation and Language · Computer Science 2024-10-15 Maisha Maliha , Vishal Pramanik

Searching, filtering and analysing scientific literature are time-consuming tasks when performing a systematic literature review. With the rise of artificial intelligence, some steps in the review process are progressively being automated.…

Artificial Intelligence · Computer Science 2025-09-30 José de la Torre-López , Aurora Ramírez , José Raúl Romero

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…

Computation and Language · Computer Science 2022-05-30 Nils Dycke , Edwin Simpson , Ilia Kuznetsov , Iryna Gurevych

The rapid development of science and technology has been accompanied by an exponential growth in peer-reviewed scientific publications. At the same time, the review of each paper is a laborious process that must be carried out by subject…

Computation and Language · Computer Science 2021-02-02 Weizhe Yuan , Pengfei Liu , Graham Neubig

Automated scoring of free drawings or images as responses has yet to be utilized in large-scale assessments of student achievement. In this study, we propose artificial neural networks to classify these types of graphical responses from a…

Computer Vision and Pattern Recognition · Computer Science 2022-01-07 Matthias von Davier , Lillian Tyack , Lale Khorramdel

The number of papers submitted to academic conferences is steadily rising in many scientific disciplines. To handle this growth, systems for automatic paper-reviewer assignments are increasingly used during the reviewing process. These…

Cryptography and Security · Computer Science 2023-03-28 Thorsten Eisenhofer , Erwin Quiring , Jonas Möller , Doreen Riepel , Thorsten Holz , Konrad Rieck

This master thesis describes an algorithm for automated categorization of scientific documents using deep learning techniques and compares the results to the results of existing classification algorithms. As an additional goal a reusable…

Information Retrieval · Computer Science 2017-06-20 Thomas Krause

Automatic reviewing helps handle a large volume of papers, provides early feedback and quality control, reduces bias, and allows the analysis of trends. We evaluate the alignment of automatic paper reviews with human reviews using an arena…

Despite peer-reviewing being an essential component of academia since the 1600s, it has repeatedly received criticisms for lack of transparency and consistency. We posit that recent work in machine learning and explainable AI provide tools…

Computation and Language · Computer Science 2021-04-16 Panagiotis Fytas , Georgios Rizos , Lucia Specia

Student's academic performance prediction empowers educational technologies including academic trajectory and degree planning, course recommender systems, early warning and advising systems. Given a student's past data (such as grades in…

Machine Learning · Computer Science 2020-01-06 Qian Hu , Huzefa Rangwala

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…

Digital Libraries · Computer Science 2018-02-20 Tirthankar Ghosal , Rajeev Verma , Asif Ekbal , Sriparna Saha , Pushpak Bhattacharyya

Everyday, a vast stream of research documents is submitted to conferences, anthologies, journals, newsletters, annual reports, daily papers, and various periodicals. Many such publications use independent external specialists to review…

Digital Libraries · Computer Science 2025-06-27 Tamim Al Mahmud , B M Mainul Hossain , Dilshad Ara

As the volume of peer-reviewed research surges, scholars increasingly rely on social platforms for discovery, while authors invest considerable effort in promoting their work to ensure visibility and citations. To streamline this process…

Computation and Language · Computer Science 2025-10-16 Qiguang Chen , Zheng Yan , Mingda Yang , Libo Qin , Yixin Yuan , Hanjing Li , Jinhao Liu , Yiyan Ji , Dengyun Peng , Jiannan Guan , Mengkang Hu , Yantao Du , Wanxiang Che

This paper presents a hierarchical classification system that automatically categorizes a scholarly publication using its abstract into a three-tier hierarchical label set (discipline, field, subfield) in a multi-class setting. This system…

Digital Libraries · Computer Science 2024-07-26 Susie Xi Rao , Peter H. Egger , Ce Zhang

Peer review is an essential process to determine the quality of papers submitted to scientific conferences or journals. However, it is subjective and prone to biases. Several studies have been conducted to apply techniques from NLP to…

Artificial Intelligence · Computer Science 2025-02-19 Purin Sukpanichnant , Anna Rapberger , Francesca Toni

A huge number of academic papers are coming out from a lot of conferences and journals these days. In these circumstances, most researchers rely on key-based search or browsing through proceedings of top conferences and journals to find…

Information Retrieval · Computer Science 2013-04-22 Joonseok Lee , Kisung Lee , Jennifer G. Kim
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