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This study explores the intricate relationship between sentiment analysis (SA) and code quality within machine learning (ML) projects, illustrating how the emotional dynamics of developers affect the technical and functional attributes of…

软件工程 · 计算机科学 2024-09-27 Md Shoaib Ahmed , Dongyoung Park , Nasir U. Eisty

Collecting API examples, usages, and mentions relevant to a specific API method over discussions on venues such as Stack Overflow is not a trivial problem. It requires efforts to correctly recognize whether the discussion refers to the API…

软件工程 · 计算机科学 2021-11-16 Kien Luong , Mohammad Hadi , Ferdian Thung , Fatemeh Fard , David Lo

The proliferation of mobile applications (apps) has made it crucial to ensure their accessibility for users with disabilities. However, there is a lack of research on the real-world challenges developers face in implementing mobile…

软件工程 · 计算机科学 2024-09-17 Amila Indika , Christopher Lee , Haochen Wang , Justin Lisoway , Anthony Peruma , Rick Kazman

Badges are endemic to online interaction sites, from Question and Answer (Q&A) websites to ride sharing, as systems for rewarding participants for their contributions. This paper studies how badge design affects people's contributions and…

社会与信息网络 · 计算机科学 2020-08-17 Stav Yanovsky , Nicholas Hoernle , Omer Lev , Kobi Gal

Sentiment analysis is a well-known natural language processing task that involves identifying the emotional tone or polarity of a given piece of text. With the growth of social media and other online platforms, sentiment analysis has become…

计算与语言 · 计算机科学 2023-07-03 Mohammad Belal , James She , Simon Wong

NLP tasks are often limited by scarcity of manually annotated data. In social media sentiment analysis and related tasks, researchers have therefore used binarized emoticons and specific hashtags as forms of distant supervision. Our paper…

机器学习 · 统计学 2019-11-19 Bjarke Felbo , Alan Mislove , Anders Søgaard , Iyad Rahwan , Sune Lehmann

Online social media users react to content in them based on context. Emotions or mood play a significant part of these reactions, which has filled these platforms with opinionated content. Different approaches and applications to make…

计算与语言 · 计算机科学 2018-05-18 Po Chen Kuo , Fernando H. Calderon Alvarado , Yi-Shin Chen

This paper describes our system that has been submitted to SemEval-2018 Task 1: Affect in Tweets (AIT) to solve five subtasks. We focus on modeling both sentence and word level representations of emotion inside texts through large distantly…

计算与语言 · 计算机科学 2018-04-24 Ji Ho Park , Peng Xu , Pascale Fung

Sentiment classification typically relies on a large amount of labeled data. In practice, the availability of labels is highly imbalanced among different languages, e.g., more English texts are labeled than texts in any other languages,…

信息检索 · 计算机科学 2019-03-26 Zhenpeng Chen , Sheng Shen , Ziniu Hu , Xuan Lu , Qiaozhu Mei , Xuanzhe Liu

End-to-end learning framework is useful for building dialog systems for its simplicity in training and efficiency in model updating. However, current end-to-end approaches only consider user semantic inputs in learning and under-utilize…

计算与语言 · 计算机科学 2019-07-04 Weiyan Shi , Zhou Yu

Images become an important and prevalent way to express users' activities, opinions and emotions. In a social network, individual emotions may be influenced by others, in particular by close friends. We focus on understanding how users…

社会与信息网络 · 计算机科学 2014-01-20 Xiaohui Wang , Jia Jia , Lianhong Cai , Jie Tang

Emojis are ideograms which are naturally combined with plain text to visually complement or condense the meaning of a message. Despite being widely used in social media, their underlying semantics have received little attention from a…

计算与语言 · 计算机科学 2017-02-27 Francesco Barbieri , Miguel Ballesteros , Horacio Saggion

Recent research has demonstrated the capability of physiological signals to infer both user emotional and attention responses. This presents an opportunity for leveraging widely available physiological sensors in smartwatches, to detect…

人机交互 · 计算机科学 2024-07-16 Kushan Choksi , Hongkai Chen , Karan Joshi , Sukrutha Jade , Shahriar Nirjon , Shan Lin

We propose a graph-based mechanism to extract rich-emotion bearing patterns, which fosters a deeper analysis of online emotional expressions, from a corpus. The patterns are then enriched with word embeddings and evaluated through several…

计算与语言 · 计算机科学 2018-04-25 Elvis Saravia , Hsien-Chi Toby Liu , Yi-Shin Chen

The widespread adoption of generative AI has generated diverse opinions, with individuals expressing both support and criticism of its applications. This study investigates the emotional dynamics surrounding generative AI by analyzing human…

机器学习 · 计算机科学 2025-01-14 Shireesh Reddy Pyreddy , Tarannum Shaila Zaman

We analyse the relation between the emotions and the activity of contributors in the Open Source Software project Gentoo. Our case study builds on extensive data sets from the project's bug tracking platform Bugzilla, to quantify the…

软件工程 · 计算机科学 2014-04-02 David Garcia , Marcelo Serrano Zanetti , Frank Schweitzer

The emergence of generative AI chatbots such as ChatGPT has prompted growing public and academic interest in their role as informal mental health support tools. While early rule-based systems have been around for several years, large…

计算与语言 · 计算机科学 2025-04-18 Anna-Carolina Haensch

Recent findings showed that users on Facebook tend to select information that adhere to their system of beliefs and to form polarized groups -- i.e., echo chambers. Such a tendency dominates information cascades and might affect public…

Emojis are small images that are commonly included in social media text messages. The combination of visual and textual content in the same message builds up a modern way of communication, that automatic systems are not used to deal with.…

计算与语言 · 计算机科学 2018-04-18 Francesco Barbieri , Miguel Ballesteros , Francesco Ronzano , Horacio Saggion

Current Multimodal Sentiment Analysis (MSA) and Emotion Recognition in Conversations (ERC) methods based on pre-trained language models exhibit two primary limitations: 1) Once trained for MSA and ERC tasks, these pre-trained language…

计算与语言 · 计算机科学 2025-02-19 Yang Yang , Xunde Dong , Yupeng Qiang
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