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Related papers: PatentGPT: A Large Language Model for Intellectual…

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Large language models (LLMs) have shown exceptional performance across various text generation tasks but remain under-explored in the patent domain, which offers highly structured and precise language. This paper constructs a dataset to…

Computation and Language · Computer Science 2025-05-27 Lekang Jiang , Caiqi Zhang , Pascal A Scherz , Stephan Goetz

Large language models (LLMs), including both proprietary and open-source models, have showcased remarkable capabilities in addressing a wide range of downstream tasks. Nonetheless, when it comes to practical Chinese legal tasks, these…

Computation and Language · Computer Science 2024-06-10 Zhi Zhou , Jiang-Xin Shi , Peng-Xiao Song , Xiao-Wen Yang , Yi-Xuan Jin , Lan-Zhe Guo , Yu-Feng Li

In traditional innovation practices, concept and IP generation are often iteratively integrated. Both processes demand an intricate understanding of advanced technical domain knowledge. Existing large language models (LLMs), while…

Computation and Language · Computer Science 2025-04-09 Runtao Ren , Jian Ma , Jianxi Luo

Large language models (LLMs) have demonstrated impressive performance in various natural language processing (NLP) tasks. However, there is limited understanding of how well LLMs perform in specific domains (e.g, the intellectual property…

Computation and Language · Computer Science 2024-02-27 Shiwen Ni , Minghuan Tan , Yuelin Bai , Fuqiang Niu , Min Yang , Bowen Zhang , Ruifeng Xu , Xiaojun Chen , Chengming Li , Xiping Hu , Ye Li , Jianping Fan

While large language models (LLMs) like GPT-4 have recently demonstrated astonishing zero-shot capabilities in general domain tasks, they often generate content with hallucinations in specific domains such as Chinese law, hindering their…

Computation and Language · Computer Science 2024-08-27 Zhen wan , Yating Zhang , Yexiang Wang , Fei Cheng , Sadao Kurohashi

With the growing applications of Deep Learning (DL), especially recent spectacular achievements of Large Language Models (LLMs) such as ChatGPT and LLaMA, the commercial significance of these remarkable models has soared. However, acquiring…

Cryptography and Security · Computer Science 2024-11-11 Yongqi Jiang , Yansong Gao , Chunyi Zhou , Hongsheng Hu , Anmin Fu , Willy Susilo

Domain-specific contextualized language models have demonstrated substantial effectiveness gains for domain-specific downstream tasks, like similarity matching, entity recognition or information retrieval. However successfully applying such…

Computation and Language · Computer Science 2021-06-11 Sophia Althammer , Mark Buckley , Sebastian Hofstätter , Allan Hanbury

Pre-trained large language models(LLMs) have attracted increasing attention in biomedical domains due to their success in natural language processing. However, the complex traits and heterogeneity of multi-sources genomics data pose…

Computation and Language · Computer Science 2025-11-25 Yanjun Lyu , Zihao Wu , Lu Zhang , Jing Zhang , Yiwei Li , Wei Ruan , Zhengliang Liu , Zeyu Zhang , Xiang Li , Rongjie Liu , Chao Huang , Wentao Li , Tianming Liu , Dajiang Zhu

Large language models (LLMs)such as ChatGPT have significantly advanced the field of Natural Language Processing (NLP). This trend led to the development of code-based large language models such as StarCoder, WizardCoder, and CodeLlama,…

Software Engineering · Computer Science 2024-11-08 Le Chen , Arijit Bhattacharjee , Nesreen Ahmed , Niranjan Hasabnis , Gal Oren , Vy Vo , Ali Jannesari

Recent advances in large language models (LLMs) have led to substantial progress in domain-specific applications, particularly within the legal domain. However, general-purpose models such as GPT-4 often struggle with specialized subdomains…

Artificial Intelligence · Computer Science 2026-01-16 Zixun Lan , Maochun Xu , Yifan Ren , Rui Wu , Jianghui Zhou , Xueyang Cheng , Jianan Ding Ding , Xinheng Wang , Mingmin Chi , Fei Ma

In recent years, groundbreaking advancements in natural language processing have culminated in the emergence of powerful large language models (LLMs), which have showcased remarkable capabilities across a vast array of domains, including…

Computation and Language · Computer Science 2023-12-11 Microsoft Research AI4Science , Microsoft Azure Quantum

The rapid development of Large Language Models (LLMs) in vertical domains, including intellectual property (IP), lacks a specific evaluation benchmark for assessing their understanding, application, and reasoning abilities. To fill this…

Computation and Language · Computer Science 2024-06-19 Qiyao Wang , Jianguo Huang , Shule Lu , Yuan Lin , Kan Xu , Liang Yang , Hongfei Lin

Recent advancements in the field of Natural Language Processing, particularly the development of large-scale language models that are pretrained on vast amounts of knowledge, are creating novel opportunities within the realm of Knowledge…

Computation and Language · Computer Science 2023-10-06 Anisa Rula , Jennifer D'Souza

Large Language Models (LLMs) have revolutionized the field of Natural Language Processing thanks to their ability to reuse knowledge acquired on massive text corpora on a wide variety of downstream tasks, with minimal (if any) tuning steps.…

Computation and Language · Computer Science 2024-07-12 Flavio Petruzzellis , Alberto Testolin , Alessandro Sperduti

Language is essentially a complex, intricate system of human expressions governed by grammatical rules. It poses a significant challenge to develop capable AI algorithms for comprehending and grasping a language. As a major approach,…

Large language models (LLMs) are a special class of pretrained language models obtained by scaling model size, pretraining corpus and computation. LLMs, because of their large size and pretraining on large volumes of text data, exhibit…

Computation and Language · Computer Science 2023-10-20 Katikapalli Subramanyam Kalyan

Artificial intelligence (AI) is widely deployed to solve problems related to marketing attribution and budget optimization. However, AI models can be quite complex, and it can be difficult to understand model workings and insights without…

Computation and Language · Computer Science 2024-04-23 Yilin Gao , Sai Kumar Arava , Yancheng Li , James W. Snyder

The legal field already uses various large language models (LLMs) in actual applications, but their quantitative performance and reasons for it are underexplored. We evaluated several open-source and proprietary LLMs -- including…

Computers and Society · Computer Science 2025-09-12 Bhakti Khera , Rezvan Alamian , Pascal A. Scherz , Stephan M. Goetz

Large language models (LLMs) have emerged as transformative approaches in several important fields. This paper aims for a paradigm shift for patent writing by leveraging LLMs to overcome the tedious patent-filing process. In this work, we…

Computation and Language · Computer Science 2025-07-31 Homaira Huda Shomee , Suman Kalyan Maity , Sourav Medya

Large language models (LLMs) have demonstrated great potential for domain-specific applications, such as the law domain. However, recent disputes over GPT-4's law evaluation raise questions concerning their performance in real-world legal…

Computation and Language · Computer Science 2023-10-19 Ruihao Shui , Yixin Cao , Xiang Wang , Tat-Seng Chua
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