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Automated lay summarisation (LS) aims to simplify complex technical documents into a more accessible format to non-experts. Existing approaches using pre-trained language models, possibly augmented with external background knowledge, tend…

Computation and Language · Computer Science 2024-02-22 Zheheng Luo , Qianqian Xie , Sophia Ananiadou

With the increasing proliferation of mobile applications in our everyday experiences, the concerns surrounding ethics have surged significantly. Users generally communicate their feedback, report issues, and suggest new functionalities in…

Computation and Language · Computer Science 2024-11-13 Aakash Sorathiya , Gouri Ginde

Recent advances in large language models (LLMs) have led to new summarization strategies, offering an extensive toolkit for extracting important information. However, these approaches are frequently limited by their reliance on isolated…

Artificial Intelligence · Computer Science 2024-06-21 Pranav Janjani , Mayank Palan , Sarvesh Shirude , Ninad Shegokar , Sunny Kumar , Faruk Kazi

Commenting code is a crucial activity in software development, as it aids in facilitating future maintenance and updates. To enhance the efficiency of writing comments and reduce developers' workload, researchers has proposed various…

Software Engineering · Computer Science 2025-03-17 Weisong Sun , Yiran Zhang , Jie Zhu , Zhihui Wang , Chunrong Fang , Yonglong Zhang , Yebo Feng , Jiangping Huang , Xingya Wang , Zhi Jin , Yang Liu

Blockchain-based software systems are increasingly deployed across diverse domains, yet a systematic understanding of their development challenges remains limited. This paper presents a large-scale empirical study of 497,742 issues mined…

Software Engineering · Computer Science 2025-09-26 Md Nahidul Islam Opu , Shahidul Islam , Sara Rouhani , Shaiful Chowdhury

There is a growing need for Large Language Models (LLMs) to effectively use tools and external Application Programming Interfaces (APIs) to plan and complete tasks. As such, there is tremendous interest in methods that can acquire…

Application Programming Interfaces (APIs) are essential tools for social work researchers aiming to harness advanced technologies like Large Language Models (LLMs) and other AI services. This paper demystifies APIs and illustrates how they…

Software Engineering · Computer Science 2024-10-29 Brian E. Perron , Hui Luan , Zia Qi , Bryan G. Victor , Kavin Goyal

App reviews are crowdsourcing knowledge of user experience with the apps, providing valuable information for app release planning, such as major bugs to fix and important features to add. There exist prior explorations on app review mining…

Software Engineering · Computer Science 2022-10-13 Cuiyun Gao , Yaoxian Li , Shuhan Qi , Yang Liu , Xuan Wang , Zibin Zheng , Qing Liao

Stack Overflow has become an essential technical resource for developers. However, given the vast amount of knowledge available on Stack Overflow, finding the right information that is relevant for a given task is still challenging,…

Software Engineering · Computer Science 2022-04-04 Akalanka Galappaththi , Sarah Nadi , Christoph Treude

The increasing number of data a booking platform such as Booking.com and AirBnB offers make it challenging for interested parties to browse through the available accommodations and analyze reviews in an efficient way. Efforts have been made…

Information Retrieval · Computer Science 2025-10-22 Nikolaos Belibasakis , Anastasios Giannaros , Ioanna Giannoukou , Spyros Sioutas

Enriched by natural language texts, Stack Overflow code snippets are an invaluable code-centric knowledge base of small units of source code. Besides being useful for software developers, these annotated snippets can potentially serve as…

Software Engineering · Computer Science 2016-08-09 Di Yang , Aftab Hussain , Cristina Lopes

App store reviews provide a constant flow of real user feedback that can help improve software requirements. However, these reviews are often messy, informal, and difficult to analyze manually at scale. Although automated techniques exist,…

Computation and Language · Computer Science 2026-03-31 Shadman Sakib , Oishy Fatema Akhand , Tasnia Tasneem , Shohel Ahmed

Dialogue summarization aims to distill the core meaning of a conversation into a concise text. This is crucial for reducing the complexity and noise inherent in dialogue-heavy applications. While recent approaches typically train language…

Computation and Language · Computer Science 2025-10-01 Mohamed Imed Eddine Ghebriout , Gaël Guibon , Ivan Lerner , Emmanuel Vincent

Analyzing vast textual data and summarizing key information from electronic health records imposes a substantial burden on how clinicians allocate their time. Although large language models (LLMs) have shown promise in natural language…

This paper presents ClinicSum, a novel framework designed to automatically generate clinical summaries from patient-doctor conversations. It utilizes a two-module architecture: a retrieval-based filtering module that extracts Subjective,…

Computation and Language · Computer Science 2024-12-06 Subash Neupane , Himanshu Tripathi , Shaswata Mitra , Sean Bozorgzad , Sudip Mittal , Shahram Rahimi , Amin Amirlatifi

The number of documents available into Internet moves each day up. For this reason, processing this amount of information effectively and expressibly becomes a major concern for companies and scientists. Methods that represent a textual…

Information Retrieval · Computer Science 2017-03-21 Mohamed Morchid , Juan-Manuel Torres-Moreno , Richard Dufour , Javier Ramírez-Rodríguez , Georges Linarès

Providing explanations in response to user reviews is a time-consuming and repetitive task for companies, as many reviews present similar issues requiring nearly identical responses. To improve efficiency, this paper proposes a…

Software Engineering · Computer Science 2026-05-26 Martin Obaidi , Nicolas Voß , Hannah Deters , Jakob Droste , Marc Herrmann , Jannik Fischbach , Kurt Schneider

Key point extraction is an important task in argument summarization which involves extracting high-level short summaries from arguments. Existing approaches for KP extraction have been mostly evaluated on the popular ArgKP21 dataset. In…

Computation and Language · Computer Science 2025-08-28 Omkar Gurjar , Agam Goyal , Eshwar Chandrasekharan

Data annotation underpins the success of modern AI, but the aggregation of crowd-collected datasets can harm the preservation of diverse perspectives in data. Difficult and ambiguous tasks cannot easily be collapsed into unitary labels.…

Human-Computer Interaction · Computer Science 2025-08-14 Malik Khadar , Daniel Runningen , Julia Tang , Stevie Chancellor , Harmanpreet Kaur

Release notes are admitted as an essential document by practitioners. They contain the summary of the source code changes for the software releases, such as issue fixes, added new features, and performance improvements. Manually producing…

Software Engineering · Computer Science 2022-04-13 Sristy Sumana Nath , Banani Roy
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