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Word embedding, specially with its recent developments, promises a quantification of the similarity between terms. However, it is not clear to which extent this similarity value can be genuinely meaningful and useful for subsequent tasks.…

Computation and Language · Computer Science 2018-04-05 Navid Rekabsaz , Mihai Lupu , Allan Hanbury

The Cooperative Patent Classifications (CPC) jointly developed by the European and US Patent Offices provide a new basis for mapping and portfolio analysis. This update provides an occasion for rethinking the parameter choices. The new maps…

Digital Libraries · Computer Science 2017-10-17 Loet Leydesdorff , Dieter Franz Kogler , Bowen Yan

Valuing intangible assets under uncertainty remains a critical challenge in the strategic management of technological innovation due to the information asymmetry inherent in high-dimensional technical specifications. Traditional…

Computational Engineering, Finance, and Science · Computer Science 2026-01-06 Yongmin Yoo , Seungwoo Kim , Jingjiang Liu

Prototypical parts networks, such as ProtoPNet, became popular due to their potential to produce more genuine explanations than post-hoc methods. However, for a long time, this potential has been strictly theoretical, and no systematic…

Computer Vision and Pattern Recognition · Computer Science 2024-08-22 Szymon Opłatek , Dawid Rymarczyk , Bartosz Zieliński

Chart question answering (CQA) has become a critical multimodal task for evaluating the reasoning capabilities of vision-language models. While early approaches have shown promising performance by focusing on visual features or leveraging…

Computation and Language · Computer Science 2025-05-30 Jingxuan Wei , Nan Xu , Junnan Zhu , Yanni Hao , Gaowei Wu , Bihui Yu , Lei Wang

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

In the realm of Natural Language Processing (NLP), common approaches for handling human disagreement consist of aggregating annotators' viewpoints to establish a single ground truth. However, prior studies show that disregarding individual…

Computation and Language · Computer Science 2026-01-13 Benedetta Muscato , Lucia Passaro , Gizem Gezici , Fosca Giannotti

Text is a vehicle to convey information that reflects the writer's linguistic style and communicative patterns. By studying these attributes, we can discover latent insights about the author and their underlying message. This article uses…

Computers and Society · Computer Science 2024-12-19 Deborah Gerhardt , Miriam Marcowitz-Bitton , W. Michael Schuster , Avshalom Elmalech , Omri Suissa , Moshe Mash

Multimodal Large Language Models (MLLM) have made significant progress in the field of document analysis. Despite this, existing benchmarks typically focus only on extracting text and simple layout information, neglecting the complex…

Computer Vision and Pattern Recognition · Computer Science 2024-07-04 Lei Chen , Feng Yan , Yujie Zhong , Shaoxiang Chen , Zequn Jie , Lin Ma

Psychoacoustical so-called "timbre spaces" map perceptual similarity ratings of instrument sounds onto low-dimensional embeddings via multidimensional scaling, but suffer from scalability issues and are incapable of generalization. Recent…

Sound · Computer Science 2025-07-11 Haokun Tian , Stefan Lattner , Charalampos Saitis

In this paper, we pay attention to the issue which is usually overlooked, i.e., \textit{similarity should be determined from different perspectives}. To explore this issue, we release a Multi-Perspective Text Similarity (MPTS) dataset, in…

Computation and Language · Computer Science 2022-02-15 Weijie Liu , Tao Zhu , Weiquan Mao , Zhe Zhao , Weigang Guo , Xuefeng Yang , Qi Ju

Large language models (LLMs) have demonstrated impressive capabilities in natural language understanding and generation, including multi-step reasoning such as mathematical proving. However, existing approaches often lack an explicit and…

Computation and Language · Computer Science 2026-05-19 Yutong Li , Yitian Zhou , Xudong Wang , GuoChen , Caiyan Qin

Accurate prediction of what types of patents that companies will apply for in the next period of time can figure out their development strategies and help them discover potential partners or competitors in advance. Although important, this…

Artificial Intelligence · Computer Science 2023-09-06 Tao Zou , Le Yu , Leilei Sun , Bowen Du , Deqing Wang , Fuzhen Zhuang

The patent examination process includes a search of previous work to verify that a patent application describes a novel invention. Patent examiners primarily use keyword-based searches to uncover prior art. A critical part of keyword…

Information Retrieval · Computer Science 2019-11-26 Arthi Krishna , Ye Jin , Christine Foster , Greg Gabel , Britt Hanley , Abdou Youssef

Technology convergence integrates distinct domains to create novel combinations, driving radical innovation that reshapes markets and industries. However, most approaches rely on pairwise networks that cannot capture multi-technology…

Physics and Society · Physics 2026-02-27 Yiwei Huang , Shuqi Xu , Shimin Cai , Linyuan Lü

Assessing the novelty of patent claims is a critical yet challenging task traditionally performed by patent examiners. While advancements in NLP have enabled progress in various patent-related tasks, novelty assessment remains unexplored.…

Computation and Language · Computer Science 2025-02-11 Hayato Ikoma , Teruko Mitamura

While Retrieval Augmented Generation (RAG) is now widely adopted to enhance LLMs, evaluating its true performance benefits in a reproducible and interpretable way remains a major hurdle. Existing methods often fall short: they lack domain…

Information Retrieval · Computer Science 2025-08-11 Jiaxuan Liang , Shide Zhou , Kailong Wang

Artistic image assessment has become a prominent research area in computer vision. In recent years, the field has witnessed a proliferation of datasets and methods designed to evaluate the aesthetic quality of paintings. However, most…

Computer Vision and Pattern Recognition · Computer Science 2025-07-30 Shiqi Jiang , Xinpeng Li , Xi Mao , Changbo Wang , Chenhui Li

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

Key doctrines, including novelty (patent), originality (copyright), and distinctiveness (trademark), turn on a shared empirical question: whether a body of work is meaningfully distinct from a relevant reference class. Yet analyses…

Computers and Society · Computer Science 2026-01-27 Anirban Mukherjee , Hannah Hanwen Chang
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