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Motivation: Peptides have attracted the attention in this century due to their remarkable therapeutic properties. Computational tools are being developed to take advantage of existing information, encapsulating knowledge and making it…

Despite the usefulness of machine learning approaches for the early screening of potential breakthrough technologies, their practicality is often hindered by opaque models. To address this, we propose an interpretable machine learning…

Computation and Language · Computer Science 2024-07-25 Jaewoong Choi , Janghyeok Yoon , Changyong Lee

Patent documents in the patent database (PatDB) are crucial for research, development, and innovation as they contain valuable technical information. However, PatDB presents a multifaceted challenge compared to publicly available…

Information Retrieval · Computer Science 2024-02-06 Ran Miao , Xueyu Chen , Liang Hu , Zhifei Zhang , Minghua Wan , Qi Zhang , Cairong Zhao

Given a patent document, identifying distinct semantic annotations is an interesting research aspect. Text annotation helps the patent practitioners such as examiners and patent attorneys to quickly identify the key arguments of any…

Machine Learning · Computer Science 2021-11-19 Renukswamy Chikkamath , Vishvapalsinhji Ramsinh Parmar , Christoph Hewel , Markus Endres

As the capabilities of Large Language Models (LLMs) continue to advance, the field of patent processing has garnered increased attention within the natural language processing community. However, the majority of research has been…

Computation and Language · Computer Science 2024-12-16 Qiyao Wang , Shiwen Ni , Huaren Liu , Shule Lu , Guhong Chen , Xi Feng , Chi Wei , Qiang Qu , Hamid Alinejad-Rokny , Yuan Lin , Min Yang

The exponential growth of scientific production makes secondary literature abridgements increasingly demanding. We introduce a new open-source framework for systematic reviews that significantly reduces time and workload for collecting and…

Digital Libraries · Computer Science 2022-02-24 Angelo D'Ambrosio , Hajo Grundmann , Tjibbe Donker

The high volume of published chemical patents and the importance of a timely acquisition of their information gives rise to automating information extraction from chemical patents. Anaphora resolution is an important component of…

Computation and Language · Computer Science 2023-06-26 Chieling Yueh , Evangelos Kanoulas , Bruno Martins , Camilo Thorne , Saber Akhondi

Patents, which encapsulate crucial technical and legal information in text form and referenced drawings, present a rich domain for natural language processing (NLP) applications. As NLP technologies evolve, large language models (LLMs) have…

Artificial Intelligence · Computer Science 2025-04-24 Lekang Jiang , Stephan Goetz

Although AI drafting tools have gained prominence in patent writing, the systematic evaluation of AI-generated patent content quality represents a significant research gap. To address this gap, We propose to evaluate patents using…

Information Retrieval · Computer Science 2025-10-31 Yuqian Chai , Chaochao Wang , Weilei Wang

The performance of medical research can be viewed and evaluated not only from the perspective of publication output, but also from the perspective of economic exploitability. Patents can represent the exploitation of research results and…

Information Retrieval · Computer Science 2024-12-03 Klaus Lippert , Konrad U. Förstner

In this paper, we present an efficient deep learning based approach to extract technology-related topics and keywords within scientific literature, and identify corresponding technologies within patent applications. Specifically, we utilize…

Digital Libraries · Computer Science 2022-05-23 Daniel Hain , Roman Jurowetzki , Mariagrazia Squicciarini

Patents are legal documents that aim at protecting inventions on the one hand and at making technical knowledge circulate on the other. Their complex style -- a mix of legal, technical, and extremely vague language -- makes their content…

Computation and Language · Computer Science 2023-10-25 Silvia Casola , Alberto Lavelli , Horacio Saggion

More than ever, technical inventions are the symbol of our society's advance. Patents guarantee their creators protection against infringement. For an invention being patentable, its novelty and inventiveness have to be assessed. Therefore,…

Information Retrieval · Computer Science 2019-03-06 Lea Helmers , Franziska Horn , Franziska Biegler , Tim Oppermann , Klaus-Robert Müller

We present a novel system providing summaries for Computer Science publications. Through a qualitative user study, we identified the most valuable scenarios for discovery, exploration and understanding of scientific documents. Based on…

This paper introduces Qatent PatFig, a novel large-scale patent figure dataset comprising 30,000+ patent figures from over 11,000 European patent applications. For each figure, this dataset provides short and long captions, reference…

Computer Vision and Pattern Recognition · Computer Science 2023-09-18 Dana Aubakirova , Kim Gerdes , Lufei Liu

Patents represent one of the most complete sources of information related to technological change. This paper presents three months of research on U.S. patents in the field of patent analysis. The methodology consists of using search terms…

Digital Libraries · Computer Science 2016-04-21 Xin Guo , Hyunseok Park , Christopher L. Magee

Legal documents are often long, dense, and difficult to comprehend, not only for laypeople but also for legal experts. While automated document summarization has great potential to improve access to legal knowledge, prevailing task-based…

Computation and Language · Computer Science 2026-03-24 Tsz Fung Pang , Maryam Berijanian , Thomas Orth , Breanna Shi , Charlotte S. Alexander

The design and development of effective drug formulations is a critical process in pharmaceutical research, particularly for small molecule active pharmaceutical ingredients. This paper introduces a novel agentic preformulation pathway…

Chemical Physics · Physics 2025-03-24 Julius Lange , Leonid Komissarov , Nicole Wyttenbach , Andrea Anelli

Effectively managing intellectual property is a significant challenge. Traditional methods for patent analysis depend on labor-intensive manual searches and rigid keyword matching. These approaches are often inefficient and struggle to…

Information Retrieval · Computer Science 2025-09-10 Guanzhi Deng , Yi Xie , Yu-Keung Ng , Mingyang Liu , Peijun Zheng , Jie Liu , Dapeng Wu , Yinqiao Li , Linqi Song