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Given the prevalence of crowd sourced labor in creating Natural Language processing datasets, these aforementioned sets have become increasingly large. For instance, the SQUAD dataset currently sits at over 80,000 records. However, because…

计算与语言 · 计算机科学 2023-04-28 Will Rieger

Text data is commonly utilized as a primary input to enhance Speech Emotion Recognition (SER) performance and reliability. However, the reliance on human-transcribed text in most studies impedes the development of practical SER systems,…

音频与语音处理 · 电气工程与系统科学 2025-03-25 Yuanchao Li , Peter Bell , Catherine Lai

Multimodal Large Language Models (MLLMs) have serious security vulnerabilities.While safety alignment using multimodal datasets consisting of text and data of additional modalities can effectively enhance MLLM's security, it is costly to…

计算与语言 · 计算机科学 2025-06-04 Weikai Lu , Hao Peng , Huiping Zhuang , Cen Chen , Ziqian Zeng

Software developers are increasingly using machine learning APIs to implement 'intelligent' features. Studies show that incorporating machine learning into an application increases technical debt, creates data dependencies, and introduces…

软件工程 · 计算机科学 2020-05-28 Maheswaree K Curumsing , Alex Cummaudo , Ulrike Maria Graetsch , Scott Barnett , Rajesh Vasa

For decades now, it has been claimed that a way to improve software developers' productivity is to focus on people. Indeed, while human factors have been recognized in Software Engineering research, few empirical investigations have…

软件工程 · 计算机科学 2013-06-10 Daniel Graziotin , Xiaofeng Wang , Pekka Abrahamsson

The transformer architecture has driven breakthroughs in recent years on tasks which require modeling pairwise relationships between sequential elements, as is the case in natural language understanding. However, long seqeuences pose a…

计算与语言 · 计算机科学 2024-03-26 Heejun Lee , Jina Kim , Jeffrey Willette , Sung Ju Hwang

Sentiment analysis is an essential technique for investigating the emotional climate within developer teams, contributing to both team productivity and project success. Existing sentiment analysis tools in software engineering primarily…

软件工程 · 计算机科学 2025-07-11 Martin Obaidi , Marc Herrmann , Elisa Schmid , Raymond Ochsner , Kurt Schneider , Jil Klünder

Emotions are usually evoked in humans by images. Recently, extensive research efforts have been dedicated to understanding the emotions of images. In this chapter, we aim to introduce image emotion analysis (IEA) from a computational…

人工智能 · 计算机科学 2021-03-22 Sicheng Zhao , Quanwei Huang , Youbao Tang , Xingxu Yao , Jufeng Yang , Guiguang Ding , Björn W. Schuller

Software developers experience and share a wide range of emotions throughout a rich ecosystem of communication channels. A recent trend that has emerged in empirical software engineering studies is leveraging sentiment analysis of…

软件工程 · 计算机科学 2018-03-07 Nicole Novielli , Fabio Calefato , Filippo Lanubile

Text encodings from automatic speech recognition (ASR) transcripts and audio representations have shown promise in speech emotion recognition (SER) ever since. Yet, it is challenging to explain the effect of each information stream on the…

Over-reliance on AI systems can undermine users' critical thinking and promote complacency, a risk intensified by the emergence of agentic AI systems that operate with minimal human involvement. In software engineering, agentic coding…

人机交互 · 计算机科学 2026-03-19 Carlos Rafael Catalan , Lheane Marie Dizon , Patricia Nicole Monderin , Emily Kuang

Speech emotion recognition (SER) has drawn increasing attention for its applications in human-machine interaction. However, existing SER methods ignore the information gap between the pre-training speech recognition task and the downstream…

声音 · 计算机科学 2023-10-03 Dongyuan Li , Yusong Wang , Kotaro Funakoshi , Manabu Okumura

A recent research trend has emerged to identify developers' emotions, by applying sentiment analysis to the content of communication traces left in collaborative development environments. Trying to overcome the limitations posed by using…

软件工程 · 计算机科学 2018-03-20 Nicole Novielli , Daniela Girardi , Filippo Lanubile

Speech emotion recognition (SER) has many challenges, but one of the main challenges is that each framework does not have a unified standard. In this paper, we propose SpeechEQ, a framework for unifying SER tasks based on a multi-scale…

声音 · 计算机科学 2022-07-29 Zuheng Kang , Junqing Peng , Jianzong Wang , Jing Xiao

The discipline of Software Engineering (SE) allows students to understand specific concepts or problems while designing software. Empowering students with the necessary knowledge and skills for the software industry is challenging for…

软件工程 · 计算机科学 2025-03-25 Tiago P. Bonetti , Williamson Silva , Thelma E. Colanzi

Customer reviews on e-commerce platforms capture critical affective signals that drive purchasing decisions. However, no existing research has explored the joint task of emotion detection and explanatory span identification in e-commerce…

计算与语言 · 计算机科学 2025-07-08 Arnav Attri , Anuj Attri , Pushpak Bhattacharyya , Suman Banerjee , Amey Patil , Muthusamy Chelliah , Nikesh Garera

The vision of End-User Software Engineering (EUSE) is to empower non-professional users with full control over the software development lifecycle. It aims to enable users to drive generative software development using only natural language…

软件工程 · 计算机科学 2025-07-22 Sai Zhang , Zhenchang Xing , Jieshan Chen , Dehai Zhao , Zizhong Zhu , Xiaowang Zhang , Zhiyong Feng , Xiaohong Li

Developing a robust speech emotion recognition (SER) system in noisy conditions faces challenges posed by different noise properties. Most previous studies have not considered the impact of human speech noise, thus limiting the application…

声音 · 计算机科学 2024-12-18 Jinyi Mi , Xiaohan Shi , Ding Ma , Jiajun He , Takuya Fujimura , Tomoki Toda

Large language models (LLMs) are largely static and often redo reasoning or repeat mistakes. Prior experience reuse typically relies on external retrieval, which is similarity-based, can introduce noise, and adds latency. We introduce SEAM…

机器学习 · 计算机科学 2026-04-28 Xuancheng Li , Haitao Li , Yujia Zhou , Yiqun Liu , Qingyao Ai

Speech Emotion Recognition (SER) is an important research topic in human-computer interaction. Many recent works focus on directly extracting emotional cues through pre-trained knowledge, frequently overlooking considerations of…

音频与语音处理 · 电气工程与系统科学 2024-06-27 Haiyang Sun , Fulin Zhang , Yingying Gao , Zheng Lian , Shilei Zhang , Junlan Feng