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Scientific digital libraries play a critical role in the development and dissemination of scientific literature. Despite dedicated search engines, retrieving relevant publications from the ever-growing body of scientific literature remains…

Information Retrieval · Computer Science 2021-06-29 Florian Boudin , Béatrice Daille , Evelyne Jacquey , Jian-Yun Nie

Predicting highly-cited papers is a long-standing challenge due to the complex interactions of research content, scholarly communities, and temporal dynamics. Recent advances in large language models (LLMs) raise the question of whether…

Applications · Statistics 2026-01-21 Zhanshuo Ye , Yiming Hou , Rui Pan , Tianchen Gao , Hansheng Wang

With the rapid growth of the scientific literature, manually selecting appropriate citations for a paper is becoming increasingly challenging and time-consuming. While several approaches for automated citation recommendation have been…

Computation and Language · Computer Science 2020-07-09 Binh Thanh Kieu , Inigo Jauregi Unanue , Son Bao Pham , Hieu Xuan Phan , Massimo Piccardi

Citation information in scholarly data is an important source of insight into the reception of publications and the scholarly discourse. Outcomes of citation analyses and the applicability of citation based machine learning approaches…

Digital Libraries · Computer Science 2022-01-12 Tarek Saier , Michael Färber , Tornike Tsereteli

The Internet has revolutionized healthcare by offering medical information ubiquitously to patients via web search. The healthcare status, complex medical information needs of patients are expressed diversely and implicitly in their medical…

Computation and Language · Computer Science 2017-10-24 Chenwei Zhang , Nan Du , Wei Fan , Yaliang Li , Chun-Ta Lu , Philip S. Yu

The field of scientometrics has shown the power of citation-based clusters for literature analysis, yet this technique has barely been used for information retrieval tasks. This work evaluates the performance of citation based-clusters for…

Digital Libraries · Computer Science 2023-10-06 Juan Pablo Bascur , Suzan Verberne , Nees Jan van Eck , Ludo Waltman

Classification is a core NLP task architecture with many potential applications. While large language models (LLMs) have brought substantial advancements in text generation, their potential for enhancing classification tasks remains…

Computation and Language · Computer Science 2026-01-30 Qian Ruan , Ilia Kuznetsov , Iryna Gurevych

We propose InsightNet, a novel approach for the automated extraction of structured insights from customer reviews. Our end-to-end machine learning framework is designed to overcome the limitations of current solutions, including the absence…

Computation and Language · Computer Science 2024-05-14 Sandeep Sricharan Mukku , Manan Soni , Jitenkumar Rana , Chetan Aggarwal , Promod Yenigalla , Rashmi Patange , Shyam Mohan

Communicating new research ideas involves highlighting similarities and differences with past work. Authors write fluent, often long sections to survey the distinction of a new paper with related work. In this work we model generating…

Computation and Language · Computer Science 2021-04-20 Darsh J Shah , Regina Barzilay

Whether a scientific paper is cited is related not only to the influence of its author(s) but also to the journal publishing it. Scientists, either proficient or tender, usually submit their most important work to prestigious journals which…

Physics and Society · Physics 2014-05-12 Zheng Yao , Xiao-Long Peng , Li-Jie Zhang , Xin-Jian Xu

We present SciDMT, an enhanced and expanded corpus for scientific mention detection, offering a significant advancement over existing related resources. SciDMT contains annotated scientific documents for datasets (D), methods (M), and tasks…

Artificial Intelligence · Computer Science 2024-06-24 Huitong Pan , Qi Zhang , Cornelia Caragea , Eduard Dragut , Longin Jan Latecki

This paper explores methods for building a comprehensive citation graph using big data techniques to evaluate scientific impact more accurately. Traditional citation metrics have limitations, and this work investigates merging large…

Digital Libraries · Computer Science 2025-05-08 Inci Yueksel-Erguen , Ida Litzel , Hanqiu Peng

The exponential growth of scientific publications in recent years has posed a significant challenge in effective and efficient categorization. This paper introduces a novel approach that combines instance-based learning and ensemble…

Digital Libraries · Computer Science 2024-09-24 Fang Zhang , Shengli Wu

The ever-increasing competitiveness in the academic publishing market incentivizes journal editors to pursue higher impact factors. This translates into journals becoming more selective, and, ultimately, into higher publication standards.…

Physics and Society · Physics 2021-07-16 Sadamori Kojaku , Giacomo Livan , Naoki Masuda

As large language models (LLMs) transition from general knowledge retrieval to complex scientific discovery, their evaluation standards must also incorporate the rigorous norms of scientific inquiry. Existing benchmarks exhibit a critical…

Artificial Intelligence · Computer Science 2026-01-13 Encheng Su , Jianyu Wu , Chen Tang , Lintao Wang , Pengze Li , Aoran Wang , Jinouwen Zhang , Yizhou Wang , Yuan Meng , Xinzhu Ma , Shixiang Tang , Houqiang Li

The constantly increasing rate at which scientific papers are published makes it difficult for researchers to identify papers that currently impact the research field of their interest. Hence, approaches to effectively identify papers of…

Digital Libraries · Computer Science 2021-04-21 Ilias Kanellos , Thanasis Vergoulis , Dimitris Sacharidis , Theodore Dalamagas , Yannis Vassiliou

This paper describes SciClops, a method to help combat online scientific misinformation. Although automated fact-checking methods have gained significant attention recently, they require pre-existing ground-truth evidence, which, in the…

Computation and Language · Computer Science 2021-10-26 Panayiotis Smeros , Carlos Castillo , Karl Aberer

The sheer volume of scientific experimental results and complex technical statements, often presented in tabular formats, presents a formidable barrier to individuals acquiring preferred information. The realms of scientific reasoning and…

Computation and Language · Computer Science 2024-03-28 Zhixin Guo , Jianping Zhou , Jiexing Qi , Mingxuan Yan , Ziwei He , Guanjie Zheng , Zhouhan Lin , Xinbing Wang , Chenghu Zhou

Academic writing requires both coherent text generation and precise citation of relevant literature. Although recent Retrieval-Augmented Generation (RAG) systems have significantly improved factual accuracy in general-purpose text…

Computation and Language · Computer Science 2025-04-04 Yubo Wang , Xueguang Ma , Ping Nie , Huaye Zeng , Zhiheng Lyu , Yuxuan Zhang , Benjamin Schneider , Yi Lu , Xiang Yue , Wenhu Chen

Structural inequalities persist in society, conferring systematic advantages to some people at the expense of others, for example, by giving them substantially more influence and opportunities. Using bibliometric data about authors of…

Physics and Society · Physics 2021-05-04 Buddhika Nettasinghe , Nazanin Alipourfard , Vikram Krishnamurthy , Kristina Lerman