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Data analysts have long sought to turn unstructured text data into meaningful concepts. Though common, topic modeling and clustering focus on lower-level keywords and require significant interpretative work. We introduce concept induction,…

Human-Computer Interaction · Computer Science 2024-04-19 Michelle S. Lam , Janice Teoh , James Landay , Jeffrey Heer , Michael S. Bernstein

This paper introduces a new IncidentAI dataset for safety prevention. Different from prior corpora that usually contain a single task, our dataset comprises three tasks: named entity recognition, cause-effect extraction, and information…

Computation and Language · Computer Science 2023-10-24 Shumpei Inoue , Minh-Tien Nguyen , Hiroki Mizokuchi , Tuan-Anh D. Nguyen , Huu-Hiep Nguyen , Dung Tien Le

Process discovery aims to derive process models from event logs, providing insights into operational behavior and forming a foundation for conformance checking and process improvement. However, models derived solely from event data may not…

Artificial Intelligence · Computer Science 2025-10-09 Ali Norouzifar , Humam Kourani , Marcus Dees , Wil van der Aalst

Event datasets in the financial domain are often constructed based on actual application scenarios, and their event types are weakly reusable due to scenario constraints; at the same time, the massive and diverse new financial big data…

Machine Learning · Computer Science 2023-02-17 Dianyue Gu , Zixu Li , Zhenhai Guan , Rui Zhang , Lan Huang

Scientific research increasingly relies on distributed computational resources, storage systems, networks, and instruments, ranging from HPC and cloud systems to edge devices. Event-driven architecture (EDA) benefits applications targeting…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-01 Haochen Pan , Ryan Chard , Sicheng Zhou , Alok Kamatar , Rafael Vescovi , Valérie Hayot-Sasson , André Bauer , Maxime Gonthier , Kyle Chard , Ian Foster

Large language models have improved dialogue systems, but often process conversational turns in isolation, overlooking the event structures that guide natural interactions. Hence we introduce EventWeave, a framework that explicitly models…

Computation and Language · Computer Science 2026-04-10 Zhengyi Zhao , Shubo Zhang , Yiming Du , Bin Liang , Baojun Wang , Zhongyang Li , Binyang Li , Kam-Fai Wong

The availability of large on-line text corpora provides a natural and promising bridge between the worlds of natural language processing (NLP) and machine learning (ML). In recent years, the NLP community has been aggressively investigating…

cmp-lg · Computer Science 2008-02-03 Stephen Soderland , Wendy Lehnert

The adoption of cloud-based Enterprise Resource Planning (ERP) platforms such as Workday has transformed healthcare operations by integrating financial, supply-chain, and workforce processes into a unified ecosystem. However, traditional…

Software Engineering · Computer Science 2025-11-21 Monu Sharma

Performing event and entity coreference resolution across documents vastly increases the number of candidate mentions, making it intractable to do the full $n^2$ pairwise comparisons. Existing approaches simplify by considering coreference…

Computation and Language · Computer Science 2023-05-29 William Held , Dan Iter , Dan Jurafsky

Most existing time-to-event methods focus on either single-event or competing-risks settings, leaving multi-event scenarios relatively underexplored. In many healthcare applications, for example, a patient may experience multiple clinical…

Machine Learning · Computer Science 2025-11-20 Christian Marius Lillelund , Ali Hossein Gharari Foomani , Weijie Sun , Shi-ang Qi , Russell Greiner

Events and entities are closely related; entities are often actors or participants in events and events without entities are uncommon. The interpretation of events and entities is highly contextually dependent. Existing work in information…

Computation and Language · Computer Science 2016-09-14 Bishan Yang , Tom Mitchell

Generative, pre-trained transformers (GPTs, a.k.a. "Foundation Models") have reshaped natural language processing (NLP) through their versatility in diverse downstream tasks. However, their potential extends far beyond NLP. This paper…

Machine Learning · Computer Science 2023-06-22 Matthew B. A. McDermott , Bret Nestor , Peniel Argaw , Isaac Kohane

Computing becomes increasingly mobile and pervasive today; these changes imply that applications and services must be aware of and adapt to their changing contexts in highly dynamic environments. Today, building context-aware systems is a…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-03-12 Tao Gu , Xiao Hang Wang , Hung Keng Pung , Da Qing Zhang

In-network computing using programmable networking hardware is a strong trend in networking that promises to reduce latency and consumption of server resources through offloading to network elements (programmable switches and smart NICs).…

Networking and Internet Architecture · Computer Science 2018-06-13 Thomas Kohler , Ruben Mayer , Frank Dürr , Marius Maaß , Sukanya Bhowmik , Kurt Rothermel

Emerging network architectures like Information-centric Networking (ICN) offer simplicity in the data plane by addressing named data. Such flexibility opens up the possibility to move data processing inside network elements for…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-12-15 Manisha Luthra , Boris Koldehofe , Jonas Höchst , Patrick Lampe , Ali Haider Rizvi , Ralf Kundel , Bernd Freisleben

The Collaborative Research Center for Everyday Activity Science & Engineering (CRC EASE) aims to enable robots to perform environmental interaction tasks with close to human capacity. It therefore employs a shared ontology to model the…

Neurons and Cognition · Quantitative Biology 2026-02-16 Florian Ahrens , Mihai Pomarlan , Daniel Beßler , Thorsten Fehr , Michael Beetz , Manfred Herrmann

Developing and organizing new knowledge is a core activity for scholars. Recently, ontologies have been introduced as an approach for organizing knowledge. However, most ontologies do not readily support the development and organization of…

Digital Libraries · Computer Science 2017-01-03 Robert B. Allen

This position paper argues that the prevailing trajectory toward ever larger, more expensive generalist foundation models controlled by a handful of companies limits innovation and constrains progress. We challenge this approach by…

In real-world scenario, many phenomena produce a collection of events that occur in continuous time. Point Processes provide a natural mathematical framework for modeling these sequences of events. In this survey, we investigate…

Recently web applications have been widely used in enterprises to assist employees in providing effective and efficient business processes. Forecasting upcoming web events in enterprise web applications can be beneficial in many ways, such…

Cryptography and Security · Computer Science 2020-09-08 Xiaoyong Yuan , Lei Ding , Malek Ben Salem , Xiaolin Li , Dapeng Wu
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