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Event understanding aims at understanding the content and relationship of events within texts, which covers multiple complicated information extraction tasks: event detection, event argument extraction, and event relation extraction. To…

Computation and Language · Computer Science 2023-09-26 Hao Peng , Xiaozhi Wang , Feng Yao , Zimu Wang , Chuzhao Zhu , Kaisheng Zeng , Lei Hou , Juanzi Li

Along with the increasing use of unmanned aerial vehicles (UAVs), large volumes of aerial videos have been produced. It is unrealistic for humans to screen such big data and understand their contents. Hence methodological research on the…

Computer Vision and Pattern Recognition · Computer Science 2020-06-26 Lichao Mou , Yuansheng Hua , Pu Jin , Xiao Xiang Zhu

Legal rules encompass not only codified statutes but also implicit adjudicatory principles derived from precedents that contain discretionary norms, social morality, and policy. While computational legal research has advanced in applying…

Computation and Language · Computer Science 2025-05-21 Wei Fan , Tianshi Zheng , Yiran Hu , Zheye Deng , Weiqi Wang , Baixuan Xu , Chunyang Li , Haoran Li , Weixing Shen , Yangqiu Song

As software systems grow increasingly intricate, the precise detection of anomalies have become both essential and challenging. Current log-based anomaly detection methods depend heavily on vast amounts of log data leading to inefficient…

Software Engineering · Computer Science 2024-09-17 Lingzhe Zhang , Tong Jia , Kangjin Wang , Mengxi Jia , Yang Yong , Ying Li

Predictive coding has been widely used in legal matters to find relevant or privileged documents in large sets of electronically stored information. It saves the time and cost significantly. Logistic Regression (LR) and Support Vector…

Information Retrieval · Computer Science 2019-04-04 Fusheng Wei , Han Qin , Shi Ye , Haozhen Zhao

Automatic detection of natural disasters and incidents has become more important as a tool for fast response. There have been many studies to detect incidents using still images and text. However, the number of approaches that exploit…

Computer Vision and Pattern Recognition · Computer Science 2023-01-10 Duygu Sesver , Alp Eren Gençoğlu , Çağrı Emre Yıldız , Zehra Günindi , Faeze Habibi , Ziya Ata Yazıcı , Hazım Kemal Ekenel

Object detection with event cameras benefits from the sensor's low latency and high dynamic range. However, it is costly to fully label event streams for supervised training due to their high temporal resolution. To reduce this cost, we…

Computer Vision and Pattern Recognition · Computer Science 2024-03-27 Ziyi Wu , Mathias Gehrig , Qing Lyu , Xudong Liu , Igor Gilitschenski

Event cameras provide a number of benefits over traditional cameras, such as the ability to track incredibly fast motions, high dynamic range, and low power consumption. However, their application into computer vision problems, many of…

Computer Vision and Pattern Recognition · Computer Science 2019-12-20 Alex Zihao Zhu , Ziyun Wang , Kaung Khant , Kostas Daniilidis

Despite progress in vision-based inspection algorithms, real-world industrial challenges -- specifically in data availability, quality, and complex production requirements -- often remain under-addressed. We introduce the VISION Datasets, a…

Computer Vision and Pattern Recognition · Computer Science 2023-06-21 Haoping Bai , Shancong Mou , Tatiana Likhomanenko , Ramazan Gokberk Cinbis , Oncel Tuzel , Ping Huang , Jiulong Shan , Jianjun Shi , Meng Cao

With the ever-growing volume of online news feeds, event-based organization of news articles has many practical applications including better information navigation and the ability to view and analyze events as they develop. Automatically…

Information Retrieval · Computer Science 2021-03-09 Abdul Hameed Azeemi , Muhammad Hamza Sohail , Talha Zubair , Muaz Maqbool , Irfan Younas , Omair Shafiq

Understanding temporal relationships and accurately reconstructing the event timeline is important for case law analysis, compliance monitoring, and legal summarization. However, existing benchmarks lack specialized language evaluation,…

Computation and Language · Computer Science 2025-11-06 Claire Barale , Leslie Barrett , Vikram Sunil Bajaj , Michael Rovatsos

Legal judgments may contain errors due to the complexity of case circumstances and the abstract nature of legal concepts, while existing appellate review mechanisms face efficiency pressures from a surge in case volumes. Although current…

Computation and Language · Computer Science 2026-02-02 Yifei Li , Richong Zhang , Wanyu Tu , Zhijie Nie , Haokun Luo , Chuantao Yin , Pengchong Li

Long-form legal reasoning remains a key challenge for large language models (LLMs) in spite of recent advances in test-time scaling. To address this, we introduce LEXam, a novel benchmark derived from 340 law exams spanning 116 law school…

Evidence plays a crucial role in automated fact-checking. When verifying real-world claims, existing fact-checking systems either assume the evidence sentences are given or use the search snippets returned by the search engine. Such methods…

Computation and Language · Computer Science 2024-01-30 Xuming Hu , Junzhe Chen , Zhijiang Guo , Philip S. Yu

Medical fact-checking has become increasingly critical as more individuals seek medical information online. However, existing datasets predominantly focus on human-generated content, leaving the verification of content generated by large…

Computation and Language · Computer Science 2025-09-23 Tong Chen , Zimu Wang , Yiyi Miao , Haoran Luo , Yuanfei Sun , Wei Wang , Zhengyong Jiang , Procheta Sen , Jionglong Su

Reasoning-focused large language models (LLMs) are rapidly evolving across various domains, yet their capabilities in handling complex legal problems remains underexplored. In this paper, we introduce Unilaw-R1, a large language model…

Computation and Language · Computer Science 2025-12-09 Hua Cai , Shuang Zhao , Liang Zhang , Xuli Shen , Qing Xu , Weilin Shen , Zihao Wen , Tianke Ban

Along with the development of modern smart cities, human-centric video analysis has been encountering the challenge of analyzing diverse and complex events in real scenes. A complex event relates to dense crowds, anomalous individuals, or…

Computer Vision and Pattern Recognition · Computer Science 2023-07-14 Weiyao Lin , Huabin Liu , Shizhan Liu , Yuxi Li , Rui Qian , Tao Wang , Ning Xu , Hongkai Xiong , Guo-Jun Qi , Nicu Sebe

We describe a dataset developed for Named Entity Recognition in German federal court decisions. It consists of approx. 67,000 sentences with over 2 million tokens. The resource contains 54,000 manually annotated entities, mapped to 19…

Computation and Language · Computer Science 2020-03-31 Elena Leitner , Georg Rehm , Julián Moreno-Schneider

Due to the increasing need for effective security measures and the integration of cameras in commercial products, a hugeamount of visual data is created today. Law enforcement agencies (LEAs) are inspecting images and videos to…

Computer Vision and Pattern Recognition · Computer Science 2024-05-16 Henri Bouma , Bart Joosten , Maarten C Kruithof , Maaike H T de Boer , Alexandru Ginsca , Benjamin Labbe , Quoc T Vuong

Legal relations serve as an important analytical framework for dispute resolution in civil cases. However, legal relations in Chinese civil cases remain underexplored in the field of legal AI, largely due to the absence of comprehensive…

Computation and Language · Computer Science 2026-04-21 Yida Cai , Ranjuexiao Hu , Huiyuan Xie , Chenyang Li , Yun Liu , Yuxiao Ye , Zhenghao Liu , Weixing Shen , Zhiyuan Liu