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Explainable AI (XAI) for Speech Emotion Recognition (SER) is critical for building transparent, trustworthy models. Current saliency-based methods, adapted from vision, highlight spectrogram regions but fail to show whether these regions…

机器学习 · 计算机科学 2025-11-18 Seham Nasr , Zhao Ren , David Johnson

In designing most software applications, much effort is placed upon the functional goals, which make a software system useful. However, the failure to consider emotional goals, which make a software system pleasurable to use, can result in…

软件工程 · 计算机科学 2018-10-31 Mohammadhossein Sherkat , Tim Miller , Antonette Mendoza , Rachel Burrows

Explicitly modeling emotions in dialogue generation has important applications, such as building empathetic personal companions. In this study, we consider the task of expressing a specific emotion for dialogue generation. Previous…

计算与语言 · 计算机科学 2021-09-23 Chengzhang Dong , Chenyang Huang , Osmar Zaïane , Lili Mou

Emotion Cause Extraction (ECE) aims to identify emotion causes from a document after annotating the emotion keywords. Some baselines have been proposed to address this problem, such as rule-based, commonsense based and machine learning…

计算与语言 · 计算机科学 2020-07-31 Jiayuan Ding , Mayank Kejriwal

Emotional support conversation (ESC) aims to alleviate the emotional distress of individuals through effective conversations. Although large language models (LLMs) have obtained remarkable progress on ESC, most of these studies might not…

计算与语言 · 计算机科学 2025-08-28 Xiaoyu Wang , Yue Zhao , Qingqing Gu , Zhonglin Jiang , Xiaokai Chen , Yong Chen , Luo Ji

Effectiveness of speech emotion recognition in real-world scenarios is often hindered by noisy environments and variability across datasets. This paper introduces a two-step approach to enhance the robustness and generalization of speech…

声音 · 计算机科学 2025-10-13 Upasana Tiwari , Rupayan Chakraborty , Sunil Kumar Kopparapu

Similar to other industries, the software engineering domain is plagued by psychological diseases such as burnout, which lead developers to lose interest, exhibit lower activity and/or feel powerless. Prevention is essential for such…

软件工程 · 计算机科学 2016-05-24 Mika Mäntylä , Bram Adams , Giuseppe Destefanis , Daniel Graziotin , Marco Ortu

Large language models have revolutionized sign language generation by automatically transforming text into high-quality sign language videos, providing accessible communication for the Deaf community. However, existing LLM-based approaches…

计算机视觉与模式识别 · 计算机科学 2025-12-01 Yanchao Zhao , Jihao Zhu , Yu Liu , Weizhuo Chen , Yuling Yang , Kun Peng

The wealth of text data generated by social media has enabled new kinds of analysis of emotions with language models. These models are often trained on small and costly datasets of text annotations produced by readers who guess the emotions…

计算与语言 · 计算机科学 2023-04-24 Segun Taofeek Aroyehun , Lukas Malik , Hannah Metzler , Nikolas Haimerl , Anna Di Natale , David Garcia

Speech emotion recognition (SER) classifies human emotions in speech with a computer model. Recently, performance in SER has steadily increased as deep learning techniques have adapted. However, unlike many domains that use speech data,…

声音 · 计算机科学 2024-09-09 Byunggun Kim , Younghun Kwon

The Software Engineering (SE) community is prolific, making it challenging for experts to keep up with the flood of new papers and for neophytes to enter the field. Therefore, we posit that the community may benefit from a tool extracting…

软件工程 · 计算机科学 2021-08-24 Janusan Baskararajah , Lei Zhang , Andriy Miranskyy

Words play a central role in how we express ourselves. Lexicons of word-emotion associations are widely used in research and real-world applications for sentiment analysis, tracking emotions associated with products and policies, studying…

计算与语言 · 计算机科学 2023-02-10 Saif M. Mohammad

Document-level event extraction (DEE) faces two main challenges: arguments-scattering and multi-event. Although previous methods attempt to address these challenges, they overlook the interference of event-unrelated sentences during event…

计算与语言 · 计算机科学 2023-10-17 Gang Zhao , Yidong Shi , Shudong Lu , Xinjie Yang , Guanting Dong , Jian Xu , Xiaocheng Gong , Si Li

Speech Emotion Recognition (SER) systems often assume congruence between vocal emotion and lexical semantics. However, in real-world interactions, acoustic-semantic conflict is common yet overlooked, where the emotion conveyed by tone…

声音 · 计算机科学 2026-01-09 Dawei Huang , Yongjie Lv , Ruijie Xiong , Chunxiang Jin , Xiaojiang Peng

Emotions are subjective constructs. Recent end-to-end speech emotion recognition systems are typically agnostic to the subjective nature of emotions, despite their state-of-the-art performance. In this work, we introduce an end-to-end…

音频与语音处理 · 电气工程与系统科学 2022-06-28 Navin Raj Prabhu , Guillaume Carbajal , Nale Lehmann-Willenbrock , Timo Gerkmann

Wake-up words (WUW) is a short sentence used to activate a speech recognition system to receive the user's speech input. WUW utterances include not only the lexical information for waking up the system but also non-lexical information such…

声音 · 计算机科学 2022-11-08 Taesu Kim , SeungHeon Doh , Gyunpyo Lee , Hyungseok Jeon , Juhan Nam , Hyeon-Jeong Suk

Recognizing emotions in spoken communication is crucial for advanced human-machine interaction. Current emotion detection methodologies often display biases when applied cross-corpus. To address this, our study amalgamates 16 diverse…

计算与语言 · 计算机科学 2023-11-16 Mohamed Osman , Tamer Nadeem , Ghada Khoriba

Event Extraction (EE) is one of the fundamental tasks in Information Extraction (IE) that aims to recognize event mentions and their arguments (i.e., participants) from text. Due to its importance, extensive methods and resources have been…

计算与语言 · 计算机科学 2022-11-21 Amir Pouran Ben Veyseh , Javid Ebrahimi , Franck Dernoncourt , Thien Huu Nguyen

Speech emotion recognition (SER), particularly for naturally expressed emotions, remains a challenging computational task. Key challenges include the inherent subjectivity in emotion annotation and the imbalanced distribution of emotion…

声音 · 计算机科学 2025-06-03 Tiantian Feng , Thanathai Lertpetchpun , Dani Byrd , Shrikanth Narayanan

Automatic scientific keyphrase extraction is a challenging problem facilitating several downstream scholarly tasks like search, recommendation, and ranking. In this paper, we introduce SEAL, a scholarly tool for automatic keyphrase…

信息检索 · 计算机科学 2020-06-08 Ayush Garg , Sammed Shantinath Kagi , Mayank Singh