[HTML][HTML] Innovating patent retrieval: a comprehensive review of techniques, trends, and challenges in prior art searches

A Ali, A Tufail, LC De Silva, PE Abas - Applied System Innovation, 2024 - mdpi.com
As the patent landscape continues to grow, so does the complexity of retrieving relevant
“prior art”,“background art”, or “state of the art” from an expanding pool of publicly available …

A survey on deep learning for patent analysis

R Krestel, R Chikkamath, C Hewel, J Risch - World Patent Information, 2021 - Elsevier
Patent document collections are an immense source of knowledge for research and
innovation communities worldwide. The rapid growth of the number of patent documents …

Domain-specific word embeddings for patent classification

J Risch, R Krestel - Data Technologies and Applications, 2019 - emerald.com
Purpose Patent offices and other stakeholders in the patent domain need to classify patent
applications according to a standardized classification scheme. The purpose of this paper is …

Hierarchical document classification as a sequence generation task

J Risch, S Garda, R Krestel - Proceedings of the ACM/IEEE Joint …, 2020 - dl.acm.org
Hierarchical classification schemes are an effective and natural way to organize large
document collections. However, complex schemes make the manual classification time …

Fasttext-based intent detection for inflected languages

K Balodis, D Deksne - Information, 2019 - mdpi.com
Intent detection is one of the main tasks of a dialogue system. In this paper, we present our
intent detection system that is based on fastText word embeddings and a neural network …

A Comprehensive Survey on AI-based Methods for Patents

HH Shomee, Z Wang, SN Ravi, S Medya - arxiv preprint arxiv:2404.08668, 2024 - arxiv.org
Recent advancements in Artificial Intelligence (AI) and machine learning have demonstrated
transformative capabilities across diverse domains. This progress extends to the field of …

AI for patents: A novel yet effective and efficient framework for patent analysis

J Son, H Moon, J Lee, S Lee, C Park, W Jung… - IEEE Access, 2022 - ieeexplore.ieee.org
Patents provide inventors exclusive rights to their inventions by protecting their intellectual
property rights. However, analyzing patent documents generally requires knowledge of …

Leveraging label hierarchy using transfer and multi-task learning: A case study on patent classification

ST Aroyehun, J Angel, N Majumder, A Gelbukh… - Neurocomputing, 2021 - Elsevier
When labels are organized into a meaningful taxonomy, the parent-child relationship
between labels at different levels can give the classifier additional information not deducible …

[PDF][PDF] Evaluating the effectiveness of static word embeddings on the classification of it support tickets

Y Wahba, NH Madhavji… - Proceedings of the 30th …, 2020 - researchgate.net
Support tickets are service requests, initiated by a system's endusers when they encounter
issues with their system. With a wide user-base and system issues, there will be an ongoing …

Repertoires of research value: performing societal impact across countries

K Williams, S Michalska - Research Evaluation, 2025 - academic.oup.com
In recent years, research policy has increasingly prioritized the societal impact of academic
work, emphasizing external relevance, public value, and collective benefit. In many …