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The real-world capabilities of objective speech quality measures are limited since current measures (1) are developed from simulated data that does not adequately model real environments; or they (2) predict objective scores that are not…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-03 Xuan Dong , Donald S. Williamson

This paper focuses on finding suitable features to robustly recognize emotions and evaluate customer satisfaction from speech in real acoustic scenarios. The classification of emotions is based on standard and well-known corpora and the…

Sound · Computer Science 2021-08-30 Luis Felipe Parra-Gallego , Juan Rafael Orozco-Arroyave

High-quality audio data is a critical prerequisite for training robust text-to-speech models, which often limits the use of opportunistic or crowdsourced datasets. This paper presents an approach to overcome this limitation by implementing…

Audio and Speech Processing · Electrical Eng. & Systems 2024-10-18 José Giraldo , Martí Llopart-Font , Alex Peiró-Lilja , Carme Armentano-Oller , Gerard Sant , Baybars Külebi

Algorithmic recourse recommendations, such as Karimi et al.'s (2021) causal recourse (CR), inform stakeholders of how to act to revert unfavourable decisions. However, some actions lead to acceptance (i.e., revert the model's decision) but…

Machine Learning · Statistics 2025-05-30 Gunnar König , Timo Freiesleben , Moritz Grosse-Wentrup

Automated audio captioning (AAC) aims at generating summarizing descriptions for audio clips. Multitudinous concepts are described in an audio caption, ranging from local information such as sound events to global information like acoustic…

Sound · Computer Science 2021-02-24 Xuenan Xu , Heinrich Dinkel , Mengyue Wu , Zeyu Xie , Kai Yu

Conversational recommender systems (CRS) aim to recommend high-quality items to users through interactive conversations. To develop an effective CRS, the support of high-quality datasets is essential. Existing CRS datasets mainly focus on…

Computation and Language · Computer Science 2020-11-03 Kun Zhou , Yuanhang Zhou , Wayne Xin Zhao , Xiaoke Wang , Ji-Rong Wen

Most existing audio-text retrieval (ATR) methods focus on constructing contrastive pairs between whole audio clips and complete caption sentences, while ignoring fine-grained cross-modal relationships, e.g., short segments and phrases or…

Sound · Computer Science 2025-05-06 Yifei Xin , Yuexian Zou

The Abstraction and Reasoning Corpus (ARC-AGI) has become a key benchmark for fluid intelligence in AI. This survey presents the first cross-generation analysis of 82 approaches across three benchmark versions and the ARC Prize 2024-2025…

Artificial Intelligence · Computer Science 2026-03-17 Sahar Vahdati , Andrei Aioanei , Haridhra Suresh , Jens Lehmann

A central obstacle in the objective assessment of treatment effect (TE) estimators in randomized control trials (RCTs) is the lack of ground truth (or validation set) to test their performance. In this paper, we propose a novel…

This paper focuses on the development of an advanced intelligent article scoring system that not only assesses the overall quality of written work but also offers detailed feature-based scoring tailored to various article genres. By…

Computation and Language · Computer Science 2024-10-21 Chihang Wang , Yuxin Dong , Zhenhong Zhang , Ruotong Wang , Shuo Wang , Jiajing Chen

Crowdsourcing enables one to leverage on the intelligence and wisdom of potentially large groups of individuals toward solving problems. Common problems approached with crowdsourcing are labeling images, translating or transcribing text,…

Human-Computer Interaction · Computer Science 2018-01-09 Florian Daniel , Pavel Kucherbaev , Cinzia Cappiello , Boualem Benatallah , Mohammad Allahbakhsh

User-centric evaluation has become a key paradigm for assessing Conversational Recommender Systems (CRS), aiming to capture subjective qualities such as satisfaction, trust, and rapport. To enable scalable evaluation, recent work…

Information Retrieval · Computer Science 2026-02-20 Michael Müller , Amir Reza Mohammadi , Andreas Peintner , Beatriz Barroso Gstrein , Günther Specht , Eva Zangerle

We propose an open-source framework for Command-style dictation that addresses the gap between resource-intensive Online systems and high-latency Batch processing. Our approach uses Voice Activity Detection (VAD) to segment audio and…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-16 Kumarmanas Nethil , Vaibhav Mishra , Kriti Anandan , Kavya Manohar

Evaluating audio generation systems, including text-to-music (TTM), text-to-speech (TTS), and text-to-audio (TTA), remains challenging due to the subjective and multi-dimensional nature of human perception. Existing methods treat mean…

Sound · Computer Science 2025-08-13 Chien-Chun Wang , Kuan-Tang Huang , Cheng-Yeh Yang , Hung-Shin Lee , Hsin-Min Wang , Berlin Chen

In e-commerce, opinion tags refer to a ranked list of tags provided by the e-commerce platform that reflect characteristics of reviews of an item. To assist consumers to quickly grasp a large number of reviews about an item, opinion tags…

Computation and Language · Computer Science 2021-01-26 Qintong Li , Piji Li , Xinyi Li , Zhaochun Ren , Zhumin Chen , Maarten de Rijke

We develop and extend a line of recent works on the design of mechanisms for heterogeneous tasks assignment problem in 'crowdsourcing'. The budgeted market we consider consists of multiple task requesters and multiple IoT devices as task…

Computer Science and Game Theory · Computer Science 2018-10-18 Vikash Kumar Singh , Sajal Mukhopadhyay , Fatos Xhafa , Aniruddh Sharma

Reporting quality is an important topic in clinical trial research articles, as it can impact clinical decisions. In this article, we test the ability of large language models to assess the reporting quality of this type of article using…

Computation and Language · Computer Science 2025-10-07 Mathieu Laï-king , Patrick Paroubek

Crowdsourcing is an economic and efficient strategy aimed at collecting annotations of data through an online platform. Crowd workers with different expertise are paid for their service, and the task requester usually has a limited budget.…

Machine Learning · Computer Science 2019-11-11 Jinzheng Tu , Guoxian Yu , Carlotta Domeniconi , Jun Wang , Xiangliang Zhang

Speech quality assessment has been a critical component in many voice communication related applications such as telephony and online conferencing. Traditional intrusive speech quality assessment requires the clean reference of the degraded…

Audio and Speech Processing · Electrical Eng. & Systems 2022-11-07 Yuchen Liu , Li-Chia Yang , Alex Pawlicki , Marko Stamenovic

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