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As the amount of textual data in various fields, including software development, continues to grow, there is a pressing demand for efficient and effective extraction and presentation of meaningful insights. This paper presents a unique…

Software Engineering · Computer Science 2023-08-21 AmirHossein Naghshzan , Sylvie Ratte

This work proposes to measure the scope of a patent claim as the reciprocal of self-information contained in this claim. Self-information is calculated based on a probability of occurrence of the claim, where this probability is obtained…

Computation and Language · Computer Science 2024-11-14 Sébastien Ragot

Extracting medical knowledge from healthcare texts enhances downstream tasks like medical knowledge graph construction and clinical decision-making. However, the construction and application of knowledge extraction models lack automation,…

Artificial Intelligence · Computer Science 2023-10-05 Hongxin Ding , Peinie Zou , Zhiyuan Wang , Junfeng Zhao , Yasha Wang , Qiang Zhou

Various stakeholders, such as researchers, government agencies, businesses, and research laboratories require a large volume of reliable scientific research outcomes including research articles and patent data to support their work. These…

Databases · Computer Science 2024-10-01 Xinran Wu , Hui Zou , Yidan Xing , Jingjing Qu , Qiongxiu Li , Renxia Xue , Xiaoming Fu

Polypharmacy, most often defined as the simultaneous consumption of five or more drugs at once, is a prevalent phenomenon in the older population. Some of these polypharmacies, deemed inappropriate, may be associated with adverse health…

Machine Learning · Computer Science 2023-04-06 Alexandre Larouche , Audrey Durand , Richard Khoury , Caroline Sirois

In the information science literature, recent studies have used patent databases and patent classification information to construct network maps of patent technology classes. In such a patent technology map, almost all pairs of technology…

Social and Information Networks · Computer Science 2016-06-28 Bowen Yan , Jianxi Luo

Understanding the topical evolution in industrial innovation is a challenging problem. With the advancement in the digital repositories in the form of patent documents, it is becoming increasingly more feasible to understand the innovation…

Digital Libraries · Computer Science 2020-07-28 Jagriti Jalal , Mayank Singh , Arindam Pal , Lipika Dey , Animesh Mukherjee

Computational pathology foundation models (CPathFMs) have emerged as a powerful approach for analyzing histopathological data, leveraging self-supervised learning to extract robust feature representations from unlabeled whole-slide images.…

Computer Vision and Pattern Recognition · Computer Science 2025-02-27 Dong Li , Guihong Wan , Xintao Wu , Xinyu Wu , Ajit J. Nirmal , Christine G. Lian , Peter K. Sorger , Yevgeniy R. Semenov , Chen Zhao

Because of the increasing number of electronic data, designing efficient tools to retrieve and exploit documents is a major challenge. Current search engines suffer from two main drawbacks: there is limited interaction with the list of…

Information Retrieval · Computer Science 2010-12-09 Sylvie Ranwez , Vincent Ranwez , Mohameth-François Sy , Jacky Montmain , Michel Crampes

Understanding and extracting structured insights from unstructured documents remains a foundational challenge in industrial NLP. While Large Language Models (LLMs) enable zero-shot extraction, traditional pipelines often fail to handle…

With the ever increasing number of filed patent applications every year, the need for effective and efficient systems for managing such tremendous amounts of data becomes inevitably important. Patent Retrieval (PR) is considered the pillar…

Information Retrieval · Computer Science 2018-12-21 Walid Shalaby , Wlodek Zadrozny

This paper presents an unsupervised extractive approach to summarize scientific long documents based on the Information Bottleneck principle. Inspired by previous work which uses the Information Bottleneck principle for sentence…

Computation and Language · Computer Science 2021-10-05 Jiaxin Ju , Ming Liu , Huan Yee Koh , Yuan Jin , Lan Du , Shirui Pan

This paper provides a comprehensive tutorial for Bayesian practitioners in pharmacometrics using Pumas workflows. We start by giving a brief motivation of Bayesian inference for pharmacometrics highlighting limitations in existing software…

Understanding and extracting of information from large documents, such as business opportunities, academic articles, medical documents and technical reports, poses challenges not present in short documents. Such large documents may be…

Computation and Language · Computer Science 2019-10-10 Muhammad Mahbubur Rahman , Tim Finin

Patents and scientific papers provide an essential source for measuring science and technology output, to be used as a basis for the most varied scientometric analyzes. Authors' and inventors' names are the key identifiers to carry out…

Information Retrieval · Computer Science 2024-02-27 David Reymond , Heman Khouilla , Sandrine Wolff , Manuel Durand-Barthez

Tables are common and important in scientific documents, yet most text-based document search systems do not capture structures and semantics specific to tables. How to bridge different types of mismatch between keywords queries and…

Information Retrieval · Computer Science 2017-07-13 Kyle Yingkai Gao , Jamie Callan

Writing comprehensive and accurate descriptions of technical drawings in patent documents is crucial to effective knowledge sharing and enabling the replication and protection of intellectual property. However, automation of this task has…

Computer Vision and Pattern Recognition · Computer Science 2025-01-28 Shreya Shukla , Nakul Sharma , Manish Gupta , Anand Mishra

Papers, patents, and clinical trials are essential scientific resources in biomedicine, crucial for knowledge sharing and dissemination. However, these documents are often stored in disparate databases with varying management standards and…

Digital Libraries · Computer Science 2025-06-19 Jian Xu , Chao Yu , Jiawei Xu , Vetle I. Torvik , Jaewoo Kang , Mujeen Sung , Min Song , Yi Bu , Ying Ding

Patent similarity evaluation plays a critical role in intellectual property analysis. However, existing methods often overlook the intricate structure of patent documents, which integrate technical specifications, legal boundaries, and…

Artificial Intelligence · Computer Science 2026-01-07 Yongmin Yoo , Qiongkai Xu , Longbing Cao

Abstract. When writing an academic paper, researchers often spend considerable time reviewing and summarizing papers to extract relevant citations and data to compose the Introduction and Related Work sections. To address this problem, we…

Information Retrieval · Computer Science 2023-06-22 Juan Ramirez-Orta , Eduardo Xamena , Ana Maguitman , Axel J. Soto , Flavia P. Zanoto , Evangelos Milios