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Speech emotion analysis is an important task which further enables several application use cases. The non-verbal sounds within speech utterances also play a pivotal role in emotion analysis in speech. Due to the widespread use of…

音频与语音处理 · 电气工程与系统科学 2019-10-31 Subham Banga , Ujjwal Upadhyay , Piyush Agarwal , Aniket Sharma , Prerana Mukherjee

As the volume of long-form spoken-word content such as podcasts explodes, many platforms desire to present short, meaningful, and logically coherent segments extracted from the full content. Such segments can be consumed by users to sample…

计算与语言 · 计算机科学 2021-12-13 Elise Jing , Kristiana Schneck , Dennis Egan , Scott A. Waterman

Data intensive research requires the support of appropriate datasets. However, it is often time-consuming to discover usable datasets matching a specific research topic. We formulate the dataset discovery problem on an attributed…

信息检索 · 计算机科学 2021-06-08 Basmah Altaf , Shichao Pei , Xiangliang Zhang

Audio Question Answering (AQA) constitutes a pivotal task in which machines analyze both audio signals and natural language questions to produce precise natural language answers. The significance of possessing high-quality, diverse, and…

The way we perceive a sound depends on many aspects-- its ecological frequency, acoustic features, typicality, and most notably, its identified source. In this paper, we present the HCU400: a dataset of 402 sounds ranging from easily…

音频与语音处理 · 电气工程与系统科学 2019-11-14 Ishwarya Ananthabhotla , David B. Ramsay , Joseph A. Paradiso

Audiological datasets contain valuable knowledge about hearing loss in patients, which can be uncovered using data-driven, federated learning techniques. Our previous approach summarized patient information from one audiological dataset…

医学物理 · 物理学 2024-12-02 Samira Saak , Dirk Oetting , Birger Kollmeier , Mareike Buhl

Scientific information expresses human understanding of nature. This knowledge is largely disseminated in different forms of text, including scientific papers, news articles, and discourse among people on social media. While important for…

计算与语言 · 计算机科学 2025-07-01 Dustin Wright

Automated speaker recognition uses data processing to identify speakers by their voice. Today, automated speaker recognition is deployed on billions of smart devices and in services such as call centres. Despite their wide-scale deployment…

声音 · 计算机科学 2022-06-22 Wiebke Toussaint Hutiri , Aaron Ding

Given AI systems like ChatGPT can generate content that is indistinguishable from human-made work, the responsible use of this technology is a growing concern. Although understanding the benefits and harms of using AI systems requires more…

计算机与社会 · 计算机科学 2023-05-10 Jan Philip Wahle , Terry Ruas , Saif M. Mohammad , Norman Meuschke , Bela Gipp

This paper describes an English audio and textual dataset of debating speeches, a unique resource for the growing research field of computational argumentation and debating technologies. We detail the process of speech recording by…

To ensure the fairness and trustworthiness of machine learning (ML) systems, recent legislative initiatives and relevant research in the ML community have pointed out the need to document the data used to train ML models. Besides,…

机器学习 · 计算机科学 2024-12-18 Joan Giner-Miguelez , Abel Gómez , Jordi Cabot

This work presents a large-scale analysis of artificial intelligence (AI) and machine learning (ML) references within news articles and scientific publications between 2011 and 2019. We implement word association measurements that…

计算与语言 · 计算机科学 2021-02-26 Autumn Toney

Monitoring of bird populations has played a vital role in conservation efforts and in understanding biodiversity loss. The automation of this process has been facilitated by both sensing technologies, such as passive acoustic monitoring,…

机器学习 · 计算机科学 2021-08-23 Irina Tolkova , Brian Chu , Marcel Hedman , Stefan Kahl , Holger Klinck

Classifying samples in incomplete datasets is a common aim for machine learning practitioners, but is non-trivial. Missing data is found in most real-world datasets and these missing values are typically imputed using established methods,…

Current speech translation systems, while having achieved impressive accuracies, are rather static in their behavior and do not adapt to real-world situations in ways human interpreters do. In order to improve their practical usefulness and…

计算与语言 · 计算机科学 2025-08-12 Matthias Sperber , Maureen de Seyssel , Jiajun Bao , Matthias Paulik

Sound deductive reasoning -- the ability to derive new knowledge from existing facts and rules -- is an indisputably desirable aspect of general intelligence. Despite the major advances of AI systems in areas such as math and science,…

人工智能 · 计算机科学 2025-07-01 András György , Tor Lattimore , Nevena Lazić , Csaba Szepesvári

As the number of accepted papers at AI and ML conferences reaches into the thousands, it has become unclear how researchers access and read research publications. In this paper, we investigate the role of social media influencers in…

数字图书馆 · 计算机科学 2024-07-24 Iain Xie Weissburg , Mehir Arora , Xinyi Wang , Liangming Pan , William Yang Wang

Deep generative modeling has the potential to cause significant harm to society. Recognizing this threat, a magnitude of research into detecting so-called "Deepfakes" has emerged. This research most often focuses on the image domain, while…

机器学习 · 计算机科学 2021-11-05 Joel Frank , Lea Schönherr

The approach used not only challenges some of the fundamental mathematical techniques used so far in early experiments of the same trend but also introduces new scopes and new horizons for interesting results. The physics governing…

声音 · 计算机科学 2022-07-18 Jayesh Kumpawat , Shubhajit Dey

The adoption of machine learning in high-stakes applications such as healthcare and law has lagged in part because predictions are not accompanied by explanations comprehensible to the domain user, who often holds the ultimate…

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