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Code reviews are an integral part of software development and have been recognized as a crucial practice for minimizing bugs and favouring higher code quality. They serve as an important checkpoint before committing code and play an…

Software Engineering · Computer Science 2024-12-05 Genevieve Caumartin , Qiaolin Qin , Sharon Chatragadda , Janmitsinh Panjrolia , Heng Li , Diego Elias Costa

All state-of-the-art coreference resolution (CR) models involve finetuning a pretrained language model. Whether the superior performance of one CR model over another is due to the choice of language model or other factors, such as the…

Computation and Language · Computer Science 2024-04-24 Ian Porada , Xiyuan Zou , Jackie Chi Kit Cheung

Code review is a crucial but often complex, subjective, and time-consuming activity in software development. Over the past decades, significant efforts have been made to automate this process. Early approaches focused on knowledge-based…

Software Engineering · Computer Science 2025-02-11 Imen Jaoua , Oussama Ben Sghaier , Houari Sahraoui

To assist human review process, we build a novel ReviewRobot to automatically assign a review score and write comments for multiple categories such as novelty and meaningful comparison. A good review needs to be knowledgeable, namely that…

Computation and Language · Computer Science 2025-06-11 Qingyun Wang , Qi Zeng , Lifu Huang , Kevin Knight , Heng Ji , Nazneen Fatema Rajani

Modern code review is a process in which an incremental code contribution made by a code author is reviewed by one or more peers before it is committed to the version control system. An important element of modern code review is verifying…

In this paper, we study the challenging problem of categorizing videos according to high-level semantics such as the existence of a particular human action or a complex event. Although extensive efforts have been devoted in recent years,…

Computer Vision and Pattern Recognition · Computer Science 2018-02-23 Yu-Gang Jiang , Zuxuan Wu , Jun Wang , Xiangyang Xue , Shih-Fu Chang

Fake news detection has become a major task to solve as there has been an increasing number of fake news on the internet in recent years. Although many classification models have been proposed based on statistical learning methods showing…

Computation and Language · Computer Science 2022-07-26 Daesoo Lee

Appropriate comments of code snippets provide insight for code functionality, which are helpful for program comprehension. However, due to the great cost of authoring with the comments, many code projects do not contain adequate comments.…

Artificial Intelligence · Computer Science 2017-11-28 Wenhao Zheng , Hong-Yu Zhou , Ming Li , Jianxin Wu

Prior work has commonly defined argument retrieval from heterogeneous document collections as a sentence-level classification task. Consequently, argument retrieval suffers both from low recall and from sentence segmentation errors making…

Computation and Language · Computer Science 2019-11-22 Dietrich Trautmann , Johannes Daxenberger , Christian Stab , Hinrich Schütze , Iryna Gurevych

Automated source code summarization is a popular software engineering research topic wherein machine translation models are employed to "translate" code snippets into relevant natural language descriptions. Most evaluations of such models…

Software Engineering · Computer Science 2021-06-17 Junayed Mahmud , Fahim Faisal , Raihan Islam Arnob , Antonios Anastasopoulos , Kevin Moran

In dialog system, dialog act recognition and sentiment classification are two correlative tasks to capture speakers intentions, where dialog act and sentiment can indicate the explicit and the implicit intentions separately. Most of the…

Computation and Language · Computer Science 2020-08-18 Libo Qin , Wanxiang Che , Yangming Li , Minheng Ni , Ting Liu

A central function of code review is to increase understanding; helping reviewers understand a code change aids in knowledge transfer and finding bugs. Comments in code largely serve a similar purpose, helping future readers understand the…

Software Engineering · Computer Science 2022-04-04 Nikitha Rao , Jason Tsay , Martin Hirzel , Vincent J. Hellendoorn

Question-answering plays an important role in e-commerce as it allows potential customers to actively seek crucial information about products or services to help their purchase decision making. Inspired by the recent success of machine…

Computation and Language · Computer Science 2019-05-07 Hu Xu , Bing Liu , Lei Shu , Philip S. Yu

Code comment generation which aims to automatically generate natural language descriptions for source code, is a crucial task in the field of automatic software development. Traditional comment generation methods use manually-crafted…

Software Engineering · Computer Science 2020-10-12 Bolin Wei , Yongmin Li , Ge Li , Xin Xia , Zhi Jin

Code comments serve a crucial role in software development for documenting functionality, clarifying design choices, and assisting with issue tracking. They capture developers' insights about the surrounding source code, serving as an…

Software Engineering · Computer Science 2026-01-28 Thomas Borsani , Andrea Rosani , Giuseppe Di Fatta

Effective integration of local and global contextual information is crucial for semantic segmentation and dense image labeling. We develop two encoder-decoder based deep learning architectures to address this problem. We first propose a…

Computer Vision and Pattern Recognition · Computer Science 2018-07-02 Md Amirul Islam , Mrigank Rochan , Shujon Naha , Neil D. B. Bruce , Yang Wang

User comments on online programming platforms such as Stack Overflow play a vital role in maintaining the correctness and relevance of shared code examples. However, the majority of comments express gratitude or clarification, while only a…

Software Engineering · Computer Science 2026-04-27 Mehedi Hasan Shanto , Muhammad Asaduzzaman , Alioune Ngom

Contextual embeddings generated by LLMs exhibit strong positional inductive biases, which can limit their ability to fully capture long-range, order-sensitive dependencies in highly structured source code. Consequently, how to further…

Software Engineering · Computer Science 2026-03-25 Md Mostafizer Rahman , Ariful Islam Shiplu , Yutaka Watanobe , Md Faizul Ibne Amin , Syed Rameez Naqvi , Fang Liu

Student opinions for a course are important to educators and administrators, regardless of the type of the course or the institution. Reading and manually analyzing open-ended feedback becomes infeasible for massive volumes of comments at…

Computation and Language · Computer Science 2023-10-30 Anna Koufakou

This study explores using Natural Language Processing (NLP) to analyze candidate comments for identifying problematic test items. We developed and validated machine learning models that automatically identify relevant negative feedback,…

Computation and Language · Computer Science 2025-04-10 Ye , Ma
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