Integrated Digital Library System for Long Documents and their Elements

被引:3
作者
Chekuri, Satvik [1 ]
Chandrasekar, Prashant [2 ]
Banerjee, Bipasha [1 ]
Park, Sung Hee [1 ]
Masrourisaadat, Nila [1 ]
Ahuja, Aman [1 ]
Ingram, William A. [1 ]
Fox, Edward A. [1 ]
机构
[1] Virginia Tech, Blacksburg, VA 24061 USA
[2] Univ Mary Washington, Fredericksburg, VA USA
来源
2023 ACM/IEEE JOINT CONFERENCE ON DIGITAL LIBRARIES, JCDL | 2023年
关键词
Digital Library; Information System; Information Retrieval; Deep Learning; NLP; RECOMMENDER SYSTEMS; WORKFLOW;
D O I
10.1109/JCDL57899.2023.00012
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We describe a next-generation integrated Digital Library (DL) system that addresses the numerous goals associated with long documents such as Electronic Theses and Dissertations (ETDs). Our extensible workflow-centric design supports a variety of users/personas (e.g., researchers, curators, and experimenters) who can benefit from improved access to ETDs and the content buried therein. Our approach leverages natural language processing, deep learning, information retrieval, and software engineering methods. The services cover ingesting, storing, curating, analyzing, detecting, extracting, classifying, summarizing, topic modeling, browsing, searching, retrieving, recommending, visualizing/reporting, and interacting with ETDs and derivative text/image-based elements/objects. Workflows connect the services and their APIs, along with UI-based access. We believe our approach can guide others to combine tailored user support, research, and education by way of extensible DLs.
引用
收藏
页码:13 / 24
页数:12
相关论文
共 84 条
[1]  
Agichtein Eugene., 2004, P ACM SIGKDD INT C K, P20
[2]   A New Annotation Method and Dataset for Layout Analysis of Long Documents [J].
Ahuja, Aman ;
Dinh, Kevin ;
Dinh, Brian ;
Ingram, William A. ;
Fox, Edward A. .
COMPANION OF THE WORLD WIDE WEB CONFERENCE, WWW 2023, 2023, :834-842
[3]  
Ahuja Aman, 2022, P 1 WORKSH INF EXTR, P121
[4]  
AllenAI, 2022, Semantic Scholar
[5]  
Andhavarapu A., 2017, Learning Elasticsearch
[6]  
[Anonymous], 2022, SENTENCE TRANSFORMER
[7]  
[Anonymous], 2022, Google Scholar
[8]  
[Anonymous], 2010, LCCC NIPS 2010 WORKS
[9]  
Banerjee Bipasha, 2022, 2022 IEEE INT C BIG, P2473, DOI DOI 10.1109/BIGDATA55660.2022.10020935
[10]  
Beltagy I, 2020, Arxiv, DOI arXiv:2004.05150