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Large language model assistants (LLM-assistants) present new opportunities to transform software development. Developers are increasingly adopting these tools across tasks, including coding, testing, debugging, documentation, and design.…

Software Engineering · Computer Science 2026-03-24 Amr Mohamed , Maram Assi , Mariam Guizani

The rapid integration of Large Language Models (LLMs) into software engineering practice is reshaping how software testing activities are performed. LLMs are increasingly used to support software testing. Consequently, software testing…

Software Engineering · Computer Science 2026-03-30 Peng Yang , Yunfeng Zhu , Chao Chang , Shengcheng Yu , Zhenyu Chen , Yong Tang

Despite an ever growing number of word representation models introduced for a large number of languages, there is a lack of a standardized technique to provide insights into what is captured by these models. Such insights would help the…

Computation and Language · Computer Science 2019-12-12 Gözde Gül Şahin , Clara Vania , Ilia Kuznetsov , Iryna Gurevych

Language is the medium for many political activities, from campaigns to news reports. Natural language processing (NLP) uses computational tools to parse text into key information that is needed for policymaking. In this chapter, we…

Computation and Language · Computer Science 2023-02-08 Zhijing Jin , Rada Mihalcea

Natural Language Processing (NLP) is a key technique for developing Medical Artificial Intelligence (AI) systems that leverage Electronic Health Record (EHR) data to build diagnostic and prognostic models. NLP enables the conversion of…

Understanding software faults is essential for empirical research in software development and maintenance. However, traditional fault analysis, while valuable, typically involves multiple expert-driven steps such as collecting potential…

Software Engineering · Computer Science 2025-10-07 Jiongchi Yu , Weipeng Jiang , Xiaoyu Zhang , Qiang Hu , Xiaofei Xie , Chao Shen

Natural language processing (NLP) technologies are rapidly reshaping how language is created, processed, and analyzed by humans. With current and potential applications in hiring, law, healthcare, and other areas that impact people's lives,…

Linguistic typology aims to capture structural and semantic variation across the world's languages. A large-scale typology could provide excellent guidance for multilingual Natural Language Processing (NLP), particularly for languages that…

Computation and Language · Computer Science 2020-10-28 Edoardo Maria Ponti , Helen O'Horan , Yevgeni Berzak , Ivan Vulić , Roi Reichart , Thierry Poibeau , Ekaterina Shutova , Anna Korhonen

The evaluation of natural language processing (NLP) systems is crucial for advancing the field, but current benchmarking approaches often assume that all systems have scores available for all tasks, which is not always practical. In…

Computation and Language · Computer Science 2023-05-18 Anas Himmi , Ekhine Irurozki , Nathan Noiry , Stephan Clemencon , Pierre Colombo

This paper proposes a strategy to assess the robustness of different machine learning models that involve natural language processing (NLP). The overall approach relies upon a Search and Semantically Replace strategy that consists of two…

Computation and Language · Computer Science 2021-04-21 Rahul Singh , Karan Jindal , Yufei Yu , Hanyu Yang , Tarun Joshi , Matthew A. Campbell , Wayne B. Shoumaker

Background: Systematic literature reviews (SLRs) have become prevalent in software engineering research. Several researchers may conduct SLRs on similar topics without a prospective register for SLR protocols. However, even ignoring these…

Software Engineering · Computer Science 2026-01-30 Henry Edison , Nauman Ali

The design of complex engineering systems is an often long and articulated process that highly relies on engineers' expertise and professional judgment. As such, the typical pitfalls of activities involving the human factor often manifest…

Computation and Language · Computer Science 2022-11-22 Shaohong Zhong , Andrea Scarinci , Alice Cicirello

The use of natural language processing (NLP) techniques in engineering education can provide valuable insights into the underlying processes involved in generating text. While accessing these insights can be labor-intensive if done…

Human-Computer Interaction · Computer Science 2023-05-30 Andrew Katz , Umair Shakir , Ben Chambers

Background: Clinical natural language processing (NLP) refers to the use of computational methods for extracting, processing, and analyzing unstructured clinical text data, and holds a huge potential to transform healthcare in various…

Large language models (LLMs) enable rapid and consistent automated evaluation of open-ended exam responses, including dimensions of content and argumentation that have traditionally required human judgment. This is particularly important in…

Computation and Language · Computer Science 2026-01-26 Andres Karjus , Kais Allkivi , Silvia Maine , Katarin Leppik , Krister Kruusmaa , Merilin Aruvee

Recent advances in language modeling have led to a growing number of papers related to finance in top-tier Natural Language Processing (NLP) venues. To systematically examine this trend, we review 374 NLP research papers published between…

Computation and Language · Computer Science 2025-10-15 Nikita Tatarinov , Siddhant Sukhani , Agam Shah , Sudheer Chava

Given the rapid ascent of large language models (LLMs), we study the question: (How) can large language models help in reviewing of scientific papers or proposals? We first conduct some pilot studies where we find that (i) GPT-4 outperforms…

Computation and Language · Computer Science 2023-06-02 Ryan Liu , Nihar B. Shah

This paper presents a novel framework that utilizes Natural Language Processing (NLP) techniques to understand user feedback on mobile applications. The framework allows software companies to drive their technology value stream based on…

Software Engineering · Computer Science 2023-03-09 Souvick Das , Novarun Deb , Agostino Cortesi , Nabendu Chaki

Context: Research software is essential for developing advanced tools and models to solve complex research problems and drive innovation across domains. Therefore, it is essential to ensure its correctness. Software testing plays a vital…

Software Engineering · Computer Science 2025-01-30 Nasir U. Eisty , Upulee Kanewala , Jeffrey C. Carver

English has long been assumed the $\textit{lingua franca}$ of scientific research, and this notion is reflected in the natural language processing (NLP) research involving scientific document representation. In this position piece, we…

Computation and Language · Computer Science 2024-03-28 Abteen Ebrahimi , Kenneth Church