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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…

Computation and Language · Computer Science 2021-06-01 Oana Cocarascu , Andrew McLean , Paul French , Francesca Toni

AI is increasingly playing a pivotal role in transforming how scientific discoveries are made. We introduce The AI Scientist-v2, an end-to-end agentic system capable of producing the first entirely AI generated peer-review-accepted workshop…

Artificial Intelligence · Computer Science 2025-04-14 Yutaro Yamada , Robert Tjarko Lange , Cong Lu , Shengran Hu , Chris Lu , Jakob Foerster , Jeff Clune , David Ha

Keeping pace with the rapid growth of academia literature presents a significant challenge for researchers, funding bodies, and academic societies. To address the time-consuming manual effort required for scholarly discovery, we present a…

Machine Learning · Computer Science 2025-09-15 Om Vishesh , Harshad Khadilkar , Deepak Akkil

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

In recent years, with the rapid proliferation of research publications in the field of Artificial Intelligence, it is becoming increasingly difficult for researchers to effectively keep up with all the latest research in one's own domains.…

Information Retrieval · Computer Science 2018-12-19 Jieli Zhou , Yuntao Zhou , Yi Xu

Each claim in a research paper requires all relevant prior knowledge to be discovered, assimilated, and appropriately cited. However, despite the availability of powerful search engines and sophisticated text editing software, discovering…

Information Retrieval · Computer Science 2020-05-12 Onur Gökçe , Jonathan Prada , Nikola I. Nikolov , Nianlong Gu , Richard H. R. Hahnloser

As large language models reshape scientific research, literature retrieval faces a twofold challenge: ensuring source authenticity while maintaining a deep comprehension of academic search intents. While reliable, traditional…

Information Retrieval · Computer Science 2026-05-15 Yuwen Du , Tian Jin , Jing Kang , Xianghe Pang , Jingyi Chai , Tingjia Miao , Fenyi Liu , WenHao Wang , Sikai Yao , Yuzhi Zhang , Siheng Chen

With over 200 million published academic documents and millions of new documents being written each year, academic researchers face the challenge of searching for information within this vast corpus. However, existing retrieval systems…

Information Retrieval · Computer Science 2024-05-21 Gengchen Wei , Xinle Pang , Tianning Zhang , Yu Sun , Xun Qian , Chen Lin , Han-Sen Zhong , Wanli Ouyang

Digital educational environments are expanding toward complex AI and human discourse, providing researchers with an abundance of data that offers deep insights into learning and instructional processes. However, traditional qualitative…

Recent advances in large language models (LLMs) have opened new opportunities for academic literature retrieval. However, existing systems often rely on rigid pipelines and exhibit limited reasoning capabilities. We introduce SPAR, a…

Information Retrieval · Computer Science 2025-07-22 Xiaofeng Shi , Yuduo Li , Qian Kou , Longbin Yu , Jinxin Xie , Hua Zhou

Deep research has emerged as an important task that aims to address hard queries through extensive open-web exploration. To tackle it, most prior work equips large language model (LLM)-based agents with opaque web search APIs, enabling…

Information Retrieval · Computer Science 2026-02-26 Chuan Meng , Litu Ou , Sean MacAvaney , Jeff Dalton

Effective scientific communication depends on accurate citations that validate sources and guide readers to supporting evidence. Yet academic literature faces mounting challenges: semantic citation errors that misrepresent sources,…

Computation and Language · Computer Science 2025-11-21 Sebastian Haan

This paper tackles \textbf{open-ended deep research (OEDR)}, a complex challenge where AI agents must synthesize vast web-scale information into insightful reports. Current approaches are plagued by dual-fold limitations: static research…

Computation and Language · Computer Science 2025-10-08 Zijian Li , Xin Guan , Bo Zhang , Shen Huang , Houquan Zhou , Shaopeng Lai , Ming Yan , Yong Jiang , Pengjun Xie , Fei Huang , Jun Zhang , Jingren Zhou

Large language models (LLMs) have created new opportunities to enhance the efficiency of scholarly activities; however, challenges persist in the ethical deployment of AI assistance, including (1) the trustworthiness of AI-generated…

Computation and Language · Computer Science 2026-02-27 Mengze Hong , Di Jiang , Chen Jason Zhang , Zichang Guo , Yawen Li , Jun Chen , Shaobo Cui , Zhiyang Su

The automation of scientific discovery represents a critical milestone in Artificial Intelligence (AI) research. However, existing agentic systems for science suffer from two fundamental limitations: rigid, pre-programmed workflows that…

Artificial Intelligence · Computer Science 2025-10-20 Ed Li , Junyu Ren , Xintian Pan , Cat Yan , Chuanhao Li , Dirk Bergemann , Zhuoran Yang

Researchers rely on academic Web search engines to find scientific sources, but search engine mechanisms may selectively present content that aligns with biases embedded in queries. This study examines whether confirmation biased queries…

Computers and Society · Computer Science 2025-01-03 Celina Kacperski , Mona Bielig , Mykola Makhortykh , Maryna Sydorova , Roberto Ulloa

The exponential increase in academic publications has made it increasingly difficult for researchers to remain up to date and systematically synthesize knowledge scattered across vast and fragmented research domains. Literature reviews,…

Digital Libraries · Computer Science 2025-06-12 Kiran Sharmaa , Parul Khurana , Ziya Uddina

As AI-enhanced academic search systems become increasingly popular among researchers, investigating their AI transparency is crucial to ensure trust in the search outcomes, as well as the reliability and integrity of scholarly work. This…

Computers and Society · Computer Science 2024-08-21 Yifan Liu , Peter Sullivan , Luanne Sinnamon

Academic paper search is an essential task for efficient literature discovery and scientific advancement. While dense retrieval has advanced various ad-hoc searches, it often struggles to match the underlying academic concepts between…

Information Retrieval · Computer Science 2024-10-28 SeongKu Kang , Yunyi Zhang , Pengcheng Jiang , Dongha Lee , Jiawei Han , Hwanjo Yu

With the rapid progress of multimodal large language models (MLLMs), AI already performs well at literature retrieval and certain reasoning tasks, serving as a capable assistant to human researchers, yet it remains far from autonomous…

Artificial Intelligence · Computer Science 2026-03-31 Rongjin Li , Zichen Tang , Xianghe Wang , Xinyi Hu , Zhengyu Wang , Zhengyu Lu , Yiling Huang , Jiayuan Chen , Weisheng Tan , Jiacheng Liu , Zhongjun Yang , Haihong E