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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

Large language models (LLMs) have shown potential in assisting scientific research, yet their ability to discover high-quality research hypotheses remains unexamined due to the lack of a dedicated benchmark. To address this gap, we…

Computation and Language · Computer Science 2026-04-21 Yujie Liu , Zonglin Yang , Tong Xie , Jinjie Ni , Ben Gao , Yuqiang Li , Shixiang Tang , Wanli Ouyang , Erik Cambria , Dongzhan Zhou

Over the past decades, researchers had put lots of effort investigating ranking techniques used to rank query results retrieved during information retrieval, or to rank the recommended products in recommender systems. In this project, we…

Information Retrieval · Computer Science 2022-08-23 Jiashu Wu

Over the past decades, research institutions have grown increasingly and consequently also their research output. This poses a significant challenge for researchers seeking to understand the research landscape of an institution. The process…

Digital Libraries · Computer Science 2024-08-06 Tim Schopf , Nektarios Machner , Florian Matthes

Exposure to ideas in domains outside a scientist's own may benefit her in reformulating existing research problems in novel ways and discovering new application domains for existing solution ideas. While improved performance in scholarly…

Information Retrieval · Computer Science 2022-12-16 Hyeonsu B. Kang , Sheshera Mysore , Kevin Huang , Haw-Shiuan Chang , Thorben Prein , Andrew McCallum , Aniket Kittur , Elsa Olivetti

Scientific publishing conveys the outputs of an academic or research activity, in this sense; it also reflects the efforts and issues in which people engage. To identify potential collaborative networks one of the simplest approaches is to…

Digital Libraries · Computer Science 2017-11-13 Nelson Piedra , Janneth Chicaiza , Jorge Lopez-Vargas , Edmundo Tovar

In the past, several works have investigated ways for combining quantitative and qualitative methods in research assessment exercises. In this work, we aim at introducing a methodology to explore whether citation-based metrics, calculated…

Digital Libraries · Computer Science 2021-06-11 Federica Bologna , Angelo Di Iorio , Silvio Peroni , Francesco Poggi

In this work, we present ARDIAS, a web-based application that aims to provide researchers with a full suite of discovery and collaboration tools. ARDIAS currently allows searching for authors and articles by name and gaining insights into…

Computation and Language · Computer Science 2023-01-26 Debayan Banerjee , Seid Muhie Yimam , Sushil Awale , Chris Biemann

With the enrichment of literature resources, researchers are facing the growing problem of information explosion and knowledge overload. To help scholars retrieve literature and acquire knowledge successfully, clarifying the semantic…

Computation and Language · Computer Science 2021-12-03 Bowen Ma , Chengzhi Zhang , Yuzhuo Wang , Sanhong Deng

In large organisations, identifying experts on a given topic is crucial in leveraging the internal knowledge spread across teams and departments. So-called enterprise expert retrieval systems automatically discover and structure employees'…

Information Retrieval · Computer Science 2024-10-08 Jens-Joris Decorte , Jeroen Van Hautte , Chris Develder , Thomas Demeester

ResearchPilot is an open-source, self-hostable multi-agent system for literature-review assistance. Given a natural-language research question, it retrieves papers from Semantic Scholar and arXiv, extracts structured findings from paper…

Information Retrieval · Computer Science 2026-03-17 Peng Zhang

The peer-review process is the most widely accepted certification mechanism for officially accepting the written results of researchers within the scientific community. An essential component of peer-review is the identification of…

Digital Libraries · Computer Science 2008-12-02 Marko A. Rodriguez , Johan Bollen

In this paper, we present an algorithm for automatically building expertise evidence for finding experts within an organization by combining structured corporate information with different content. We also describe our test data collection…

Information Retrieval · Computer Science 2007-05-23 Alistair McLean , Mingfang Wu , Anne-Marie Vercoustre

We present a content-based method for recommending citations in an academic paper draft. We embed a given query document into a vector space, then use its nearest neighbors as candidates, and rerank the candidates using a discriminative…

Computation and Language · Computer Science 2018-02-26 Chandra Bhagavatula , Sergey Feldman , Russell Power , Waleed Ammar

The powerful reasoning capabilities of Large Language Models (LLMs) in mathematics and coding, combined with their ability to automate complex tasks through agentic frameworks, present unprecedented opportunities for accelerating scientific…

Artificial Intelligence · Computer Science 2025-05-27 Jiabin Tang , Lianghao Xia , Zhonghang Li , Chao Huang

To provide AI researchers with modern tools for dealing with the explosive growth of the research literature in their field, we introduce a new platform, AI Research Navigator, that combines classical keyword search with neural retrieval to…

Computation and Language · Computer Science 2020-11-03 Marzieh Fadaee , Olga Gureenkova , Fernando Rejon Barrera , Carsten Schnober , Wouter Weerkamp , Jakub Zavrel

The number of researchers, articles, journals, conferences, funding opportunities, and other such scholarly resources continues to grow every year and at an increasing rate. Many services have emerged to support scholars in navigating…

Digital Libraries · Computer Science 2009-05-12 Marko A. Rodriguez , David W. Allen , Joshua Shinavier , Gary Ebersole

The exponential growth of scientific literature necessitates advanced tools for effective knowledge exploration. We present Knowledge Navigator, a system designed to enhance exploratory search abilities by organizing and structuring the…

Information Retrieval · Computer Science 2024-08-29 Uri Katz , Mosh Levy , Yoav Goldberg

We present \textsc{WisPaper}, an end-to-end agent system that transforms how researchers discover, organize, and track academic literature. The system addresses two fundamental challenges. (1)~\textit{Semantic search limitations}: existing…

To assist non-specialists in formulating database queries, multiple frameworks that automatically infer queries from a set of examples have been proposed. While highly useful, a shortcoming of the approach is that if users can only provide…

Databases · Computer Science 2016-05-17 Daniel Deutch , Amir Gilad