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Pharmaceutical patents play a vital role in biochemical industries, especially in drug discovery, providing researchers with unique early access to data, experimental results, and research insights. With the advancement of machine learning,…

Machine Learning · Computer Science 2024-10-30 Xin Wang , Yifan Zhang , Xiaojing Zhang , Longhui Yu , Xinna Lin , Jindong Jiang , Bin Ma , Kaicheng Yu

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

Current AI-assisted innovation systems typically apply a single ideation methodology (such as TRIZ or Design Thinking) using sequential prompt-based workflows that do not preserve intermediate reasoning structure. As a result, insights…

Artificial Intelligence · Computer Science 2026-05-14 Joy Bose

The automation of scientific discovery represents a critical milestone in Artificial Intelligence (AI) research. However, existing agentic systems for science suffer from two fundamental limitations: rigid, pre-programmed workflows that…

Artificial Intelligence · Computer Science 2025-10-20 Ed Li , Junyu Ren , Xintian Pan , Cat Yan , Chuanhao Li , Dirk Bergemann , Zhuoran Yang

This paper introduces a novel, multi stage hybrid intelligence framework for pruning patent portfolios to identify high value assets for technology transfer. Current patent valuation methods often rely on retrospective indicators or manual,…

Artificial Intelligence · Computer Science 2025-11-28 Manish Verma , Vivek Sharma , Vishal Singh

The proliferation of generative AI systems creates unprecedented opportunities for content creation while raising critical concerns about controllability, copyright infringement, and content provenance. Current generative models operate as…

Cryptography and Security · Computer Science 2026-01-13 Haris Khan , Sadia Asif , Shumaila Asif

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

In the age of information overload, professionals across various fields face the challenge of navigating vast amounts of documentation and ever-evolving standards. Ensuring compliance with standards, regulations, and contractual obligations…

Cryptography and Security · Computer Science 2024-07-22 Shohreh Deldari , Mohammad Goudarzi , Aditya Joshi , Arash Shaghaghi , Simon Finn , Flora D. Salim , Sanjay Jha

Patent examiners need to solve a complex information retrieval task when they assess the novelty and inventive step of claims made in a patent application. Given a claim, they search for prior art, which comprises all relevant publicly…

Information Retrieval · Computer Science 2020-12-29 Julian Risch , Nicolas Alder , Christoph Hewel , Ralf Krestel

AI agents are increasingly used to solve complex, multi-step tasks, but existing multi-agent frameworks remain brittle as workflows grow in scale and depth. Small errors at intermediate stages can propagate through agent interactions, while…

Artificial Intelligence · Computer Science 2026-05-26 Andy Xu , Yu-Wing Tai

Business process automation is a booming multi-billion-dollar industry that promises to remove menial tasks from workers' plates -- through the introduction of autonomous agents -- and free up their time and brain power for more creative…

Artificial Intelligence · Computer Science 2020-01-13 Yara Rizk , Abhishek Bhandwalder , Scott Boag , Tathagata Chakraborti , Vatche Isahagian , Yasaman Khazaeni , Falk Pollock , Merve Unuvar

Patents play a critical role in driving technological innovation by granting inventors exclusive rights to their inventions. However the process of drafting a patent application is often expensive and time-consuming, making it a prime…

Computation and Language · Computer Science 2025-09-25 Ryan Shea , Zhou Yu

Large Language Models (LLMs) are transforming artificial intelligence, evolving into task-oriented systems capable of autonomous planning and execution. One of the primary applications of LLMs is conversational AI systems, which must…

Computation and Language · Computer Science 2025-01-22 Elad Levi , Ilan Kadar

Patent claims define the scope of protection and establish the legal boundaries of an invention. Drafting these claims is a complex and time-consuming process that usually requires the expertise of skilled patent attorneys, which can form a…

Computation and Language · Computer Science 2025-05-19 Lekang Jiang , Pascal A Scherz , Stephan Goetz

The proliferation of generative AI has transformed creative workflows, yet current systems face critical challenges in controllability and content protection. We propose a novel multi-agent framework that addresses both limitations through…

Multiagent Systems · Computer Science 2026-01-21 Haris Khan , Sadia Asif

Accurately mapping legal terminology across languages remains a significant challenge, especially for language pairs like Chinese and Japanese, which share a large number of homographs with different meanings. Existing resources and…

Computation and Language · Computer Science 2025-12-16 Lingyi Meng , Maolin Liu , Hao Wang , Yilan Cheng , Qi Yang , Idlkaid Mohanmmed

Recent advancements in generative Large Language Models(LLMs) have been remarkable, however, the quality of the text generated by these models often reveals persistent issues. Evaluating the quality of text generated by these models,…

Computation and Language · Computer Science 2024-04-16 Yu Li , Shenyu Zhang , Rui Wu , Xiutian Huang , Yongrui Chen , Wenhao Xu , Guilin Qi , Dehai Min

This paper examines how the rapid deployment of multi-agentic AI systems is reshaping the foundations of copyright law and creative markets. It argues that existing copyright frameworks are ill-equipped to govern AI agent-mediated…

Artificial Intelligence · Computer Science 2026-04-10 Paulius Jurcys , Mark Fenwick

Speech synthesis is crucial for human-computer interaction, enabling natural and intuitive communication. However, existing datasets involve high construction costs due to manual annotation and suffer from limited character diversity,…

Computation and Language · Computer Science 2025-04-22 Xiang Li , Duyi Pan , Hongru Xiao , Jiale Han , Jing Tang , Jiabao Ma , Wei Wang , Bo Cheng

The key to success in automating prior art search in patent research using artificial intelligence (AI) lies in developing large datasets for machine learning (ML) and ensuring their availability. This work is dedicated to providing a…

Information Retrieval · Computer Science 2026-01-06 Boris Genin , Alexander Gorbunov , Dmitry Zolkin , Igor Nekrasov
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