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Topic modeling seems to be almost synonymous with generating lists of top words to represent topics within large text corpora. However, deducing a topic from such list of individual terms can require substantial expertise and experience,…

Computation and Language · Computer Science 2025-11-21 Arik Reuter , Bishnu Khadka , Anton Thielmann , Christoph Weisser , Sebastian Fischer , Benjamin Säfken

Current language understanding approaches focus on small documents, such as newswire articles, blog posts, product reviews and discussion forum entries. Understanding and extracting information from large documents like legal briefs,…

Computation and Language · Computer Science 2017-09-05 Muhammad Mahbubur Rahman , Tim Finin

Archiving the web is socially and culturally critical, but presents problems of scale. The Internet Archive's Wayback Machine can replay captured web pages as they existed at a certain point in time, but it has limited ability to provide…

Information Retrieval · Computer Science 2013-06-12 Ahmed AlSum , Michael L. Nelson

Machine-learning based generation of process models from natural language text process descriptions provides a solution for the time-intensive and expensive process discovery phase. Many organizations have to carry out this phase, before…

Computation and Language · Computer Science 2024-10-03 Julian Neuberger , Han van der Aa , Lars Ackermann , Daniel Buschek , Jannic Herrmann , Stefan Jablonski

Recent developments in the world of services on the Web show that both the number of available Web APIs as well as the applications built on top is constantly increasing. This trend is commonly attributed to the wide adoption of the REST…

Software Engineering · Computer Science 2019-02-28 Frederik Buelthoff , Maria Maleshkova

In an era marked by a rapid increase in scientific publications, researchers grapple with the challenge of keeping pace with field-specific advances. We present the `AHAM' methodology and a metric that guides the domain-specific…

Computation and Language · Computer Science 2023-12-27 Boshko Koloski , Nada Lavrač , Bojan Cestnik , Senja Pollak , Blaž Škrlj , Andrej Kastrin

This paper introduces the WordArt Designer API, a novel framework for user-driven artistic typography synthesis utilizing Large Language Models (LLMs) on ModelScope. We address the challenge of simplifying artistic typography for…

Computer Vision and Pattern Recognition · Computer Science 2024-01-17 Jun-Yan He , Zhi-Qi Cheng , Chenyang Li , Jingdong Sun , Wangmeng Xiang , Yusen Hu , Xianhui Lin , Xiaoyang Kang , Zengke Jin , Bin Luo , Yifeng Geng , Xuansong Xie , Jingren Zhou

Text mining and analytics software has become popular, but little attention has been paid to the software architectures of such systems. Often they are built from scratch using special-purpose software and data structures, which increases…

Information Retrieval · Computer Science 2018-10-09 Cameron VandenBerg , Jamie Callan

Many disciplines pose natural-language research questions over large document collections whose answers typically require structured evidence, traditionally obtained by manually designing an annotation schema and exhaustively labeling the…

Computation and Language · Computer Science 2026-04-13 Shahar Levy , Eliya Habba , Reshef Mintz , Barak Raveh , Renana Keydar , Gabriel Stanovsky

A good documentation is essential for a good usability of (security) APIs, i.e. especially for the correct use of the APIs. Requirements for good documentation of APIs have been described in several papers, but there is no technical…

Software Engineering · Computer Science 2020-07-28 Rolf Huesmann , Alexander Zeier , Andreas Heinemann , Alexander Wiesmaier

Traditionally, software APIs (application programming interfaces) have been viewed from a technical perspective, as a means to separate implementation from functional calls, and as a way to define a contract of software functionality. The…

Software Engineering · Computer Science 2019-11-05 Jennifer Horkoff , Juho Lindman , Imed Hammouda , Eric Knauss

Modern web dashboards and enterprise applications increasingly rely on complex, distributed microservices architectures. While these architectures offer scalability, they introduce significant challenges in debugging and observability. When…

Software Engineering · Computer Science 2026-02-18 Devendra Tata , Mona Rajhans

Natural language inference (NLI) is formulated as a unified framework for solving various NLP problems such as relation extraction, question answering, summarization, etc. It has been studied intensively in the past few years thanks to the…

Computation and Language · Computer Science 2021-06-18 Wenpeng Yin , Dragomir Radev , Caiming Xiong

With more and more advanced data analysis techniques emerging, people will expect these techniques to be applied in more complex tasks and solve problems in our daily lives. Text Summarization is one of famous applications in Natural…

Computation and Language · Computer Science 2024-02-13 Chen Jia-Chen , Guillem Senabre , Allane Caron

We are presenting a set of multilingual text analysis tools that can help analysts in any field to explore large document collections quickly in order to determine whether the documents contain information of interest, and to find the…

Computation and Language · Computer Science 2007-05-23 Camelia Ignat , Bruno Pouliquen , Ralf Steinberger , Tomaz Erjavec

Topic discovery in scientific literature provides valuable insights for researchers to identify emerging trends and explore new avenues for investigation, facilitating easier scientific information retrieval. Many machine learning methods,…

Computation and Language · Computer Science 2025-11-10 Pengjiang Li , Zaitian Wang , Xinhao Zhang , Ran Zhang , Lu Jiang , Pengfei Wang , Yuanchun Zhou

Exploring the tremendous amount of data efficiently to make a decision, similar to answering a complicated question, is challenging with many real-world application scenarios. In this context, automatic summarization has substantial…

Artificial Intelligence · Computer Science 2021-12-21 Samira Ghodratnama , Mehrdad Zakershahrak , Fariborz Sobhanmanesh

Software programming requires both API reference (know-what) knowledge and programming task (know-how) knowledge. Lots of programming know-what and know-how knowledge is documented in text, for example, API reference documentation and…

Software Engineering · Computer Science 2023-08-08 Qing Huang , Zhiqiang Yuan , Zhenchang Xing , Zhengkang Zuo , Changjing Wang , Xin Xia

Document indexation is an essential task achieved by archivists or automatic indexing tools. To retrieve relevant documents to a query, keywords describing this document have to be carefully chosen. Archivists have to find out the right…

Information Retrieval · Computer Science 2009-12-09 Carlo Abi Chahine , Nathalie Chaignaud , Jean-Philippe Kotowicz , Jean-Pierre Pécuchet

Source code summarization -- creating natural language descriptions of source code behavior -- is a rapidly-growing research topic with applications to automatic documentation generation, program comprehension, and software maintenance.…

Software Engineering · Computer Science 2019-02-07 Alexander LeClair , Siyuan Jiang , Collin McMillan
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