We propose an unsupervised solution to the Authorship Verification task that utilizes pre-trained deep language models to compute a new metric called DV-Distance. The proposed metric is a measure of the difference between the two authors comparing against pre-trained language models. Our design addresses the problem of non-comparability in authorship verification, frequently encountered in small or cross-domain corpora. To the best of our knowledge, this paper is the first one to introduce a method designed with non-comparability in mind from the ground up, rather than indirectly. It is also one of the first to use Deep Language Models in this setting. The approach is intuitive, and it is easy to understand and interpret through visualization. Experiments on four datasets show our methods matching or surpassing current state-of-the-art and strong baselines in most tasks.
Is AI Catching Up to Human Expression? Exploring Emotion, Personality, Authorship, and Linguistic Style in English and Arabic with Six Large Language Models
College of Computer and Information Sciences, King Saud University（计算机与信息科学学院，沙特阿拉伯国王沙德大学）
ChatGPT-generated texts show authorship traits that identify them as non-human
Università degli Studi di Pavia（帕维亚大学）；University of Birmingham（伯明翰大学）；Universitat Autònoma de Barcelona（巴塞罗那自治大学）；Institució Catalana de Recerca i Estudis Avançats (ICREA)（加泰罗尼亚高等研究院）
A Ship of Theseus: Curious Cases of Paraphrasing in LLM-Generated Texts
The Pennsylvania State University（宾夕法尼亚州立大学）；Kempelen Institute of Intelligent Technologies（肯佩伦智能技术研究所）；MIT Lincoln Laboratory（麻省理工学院林肯实验室）；Indiana University（印第安纳大学）
Critical biblical studies via word frequency analysis: unveiling text authorship
Duke University（杜克大学）；Reichman University（赖赫曼大学）；Protestant Faculty of Theology of Paris（巴黎新教神学院）；Tel Aviv University（特拉维夫大学）；Collège de France（法兰西公学院）；University of Haifa（海法大学）
Unveiling Large Language Models Generated Texts: A Multi-Level Fine-Grained Detection Framework
School of Information, Renmin University of China（中国人民大学信息学院）；Institute for Advanced Algorithms Research, Shanghai（上海高级算法研究院）；School of Information Technology and Management, University of International Business and Economics（对外经济贸易大学信息技术与管理学院）；Shanghai University of Finance and Economics（上海财经大学）
School of Computer Science, University of Sydney（悉尼大学计算机科学学院）；City University of Hong Kong（香港城市大学）；Shanghai Jiao Tong University（上海交通大学）；University of Oxford, Department of Engineering Science（牛津大学工程科学系）；Department of Engineering Science, University of Oxford（牛津大学工程科学系）
Cross-linguistic disagreement as a conflict of semantic alignment norms in multilingual AI~Linguistic Diversity as a Problem for Philosophy, Cognitive Science, and AI~
Japan Advanced Institute of Science and Technology（日本先进科学技术学院）；Victoria University of Wellington（惠灵顿维多利亚大学）；Macquarie University（麦考瑞大学）；Nanzan University（南山大学）；Kyoto University（京都大学）
Grammar as a Behavioral Biometric: Using Cognitively Motivated Grammar Models for Authorship Verification
Linguistics and English Language University of Manchester（语言学与英语语言大学曼彻斯特大学）；Fraunhofer Institute for Secure Information Technology（安全信息技术弗劳恩霍夫研究所）；Cavanilles Institute of Biodiversity and Evolutionary Biology University of Valencia（生物多样性与进化生物学卡瓦尼尔斯研究所瓦伦西亚大学）；Speech and Language Laboratory ANU College of Asia and the Pacific（语言实验室ANU亚太学院）
Leveraging the Cross-Domain & Cross-Linguistic Corpus for Low Resource NMT: A Case Study On Bhili-Hindi-English Parallel Corpus
Department of Electrical Engineering, Indian Institute of Technology Delhi（电子工程系，印度理工学院德里）；Bharti School of Telecommunication, Indian Institute of Technology Delhi（电信学院，印度理工学院德里）；Yardi School of Artificial Intelligence, Indian Institute of Technology Delhi（人工智能学院，印度理工学院德里）
Stability as a Liability:Systematic Breakdown of Linguistic Structure in LLMs
School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, Wuhan, China（人工智能与自动化学院，华中科技大学，武汉，中国）；National Institute for Data Science in Health and Medicine, Xiamen University, Xiamen, China（数据科学与医学研究院，厦门大学，厦门，中国）；School of Mathematics and Statistics, Huazhong University of Science and Technology, Wuhan, China（数学与统计学院，华中科技大学，武汉，中国）；School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China（计算机科学与技术学院，华中科技大学，武汉，中国）；School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan, China（电子信息与通信学院，华中科技大学，武汉，中国）；School of Electrical and Electronic Engineering, Huazhong University of Science and Technology, Wuhan, China（电气与电子工程学院，华中科技大学，武汉，中国）；School of Physics, Huazhong University of Science and Technology, Wuhan, China（物理学院，华中科技大学，武汉，中国）
