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Multimodal Large Language Models (MLLMs) are gaining increasing popularity in both academia and industry due to their remarkable performance in various applications such as visual question answering, visual perception, understanding, and…

Computation and Language · Computer Science 2024-09-09 Jian Li , Weiheng Lu , Hao Fei , Meng Luo , Ming Dai , Min Xia , Yizhang Jin , Zhenye Gan , Ding Qi , Chaoyou Fu , Ying Tai , Wankou Yang , Yabiao Wang , Chengjie Wang

In this paper, we describe SpeakerStew - a hybrid system to perform speaker verification on 46 languages. Two core ideas were explored in this system: (1) Pooling training data of different languages together for multilingual generalization…

Audio and Speech Processing · Electrical Eng. & Systems 2021-06-17 Roza Chojnacka , Jason Pelecanos , Quan Wang , Ignacio Lopez Moreno

Systematic literature reviews (SLRs) are one of the most common and useful form of scientific research and publication. Tens of thousands of SLRs are published each year, and this rate is growing across all fields of science. Performing an…

Human-Computer Interaction · Computer Science 2018-03-28 Evgeny Krivosheev , Fabio Casati , Boualem Benatallah

We propose protocols for acquiring speech materials, making them reusable for future investigations, and presenting them for subjective experiments. We also provide means to evaluate existing speech materials' compatibility with target…

Audio and Speech Processing · Electrical Eng. & Systems 2024-10-01 Hideki Kawahara , Ken-Ichi Sakakibara , Mitsunori Mizumachi , Kohei Yatabe

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

Crowdsourcing micro-task platforms facilitate subjective media quality assessment by providing access to a highly scale-able, geographically distributed and demographically diverse pool of crowd workers. Those workers participate in the…

Multimedia · Computer Science 2020-10-01 Babak Naderi , Sebastian Möller

Level assessment for foreign language students is necessary for putting them in the right level group, furthermore, interviewing students is a very time-consuming task, so we propose to automate the evaluation of speaker fluency level by…

Machine Learning · Statistics 2018-09-03 Alan Preciado-Grijalva , Ramon F. Brena

This article investigates multilingual evidence retrieval and fact verification as a step to combat global disinformation, a first effort of this kind, to the best of our knowledge. The goal is building multilingual systems that retrieve in…

Computation and Language · Computer Science 2021-01-21 Denisa A. O. Roberts

Toxicity classification for voice heavily relies on the semantic content of speech. We propose a novel framework that utilizes cross-modal learning to integrate the semantic embedding of text into a multilabel speech toxicity classifier…

Computation and Language · Computer Science 2024-11-19 Joseph Liu , Mahesh Kumar Nandwana , Janne Pylkkönen , Hannes Heikinheimo , Morgan McGuire

Multimedia or spoken content presents more attractive information than plain text content, but it's more difficult to display on a screen and be selected by a user. As a result, accessing large collections of the former is much more…

Computation and Language · Computer Science 2016-08-24 Bo-Hsiang Tseng , Sheng-Syun Shen , Hung-Yi Lee , Lin-Shan Lee

In this paper, we propose a multi-label classification framework to detect multiple speaking styles in a speech sample. Unlike previous studies that have primarily focused on identifying a single target style, our framework effectively…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-19 Miseul Kim , Seyun Um , Hyeonjin Cha , Hong-goo Kang

Speech intelligibility assessment plays an important role in the therapy of patients suffering from pathological speech disorders. Automatic and objective measures are desirable to assist therapists in their traditionally subjective and…

Audio and Speech Processing · Electrical Eng. & Systems 2022-06-28 Tobias Weise , Philipp Klumpp , Kubilay Can Demir , Andreas Maier , Elmar Noeth , Bjoern Heismann , Maria Schuster , Seung Hee Yang

This paper reports on the challenges and lessons we learned while running controlled experiments in crowdsourcing platforms. Crowdsourcing is becoming an attractive technique to engage a diverse and large pool of subjects in experimental…

Human-Computer Interaction · Computer Science 2020-11-06 Jorge Ramírez , Marcos Baez , Fabio Casati , Luca Cernuzzi , Boualem Benatallah

Crowdsourcing offers an affordable and scalable means to collect relevance judgments for IR test collections. However, crowd assessors may show higher variance in judgment quality than trusted assessors. In this paper, we investigate how to…

Information Retrieval · Computer Science 2018-06-12 Mucahid Kutlu , Tyler McDonnell , Aashish Sheshadri , Tamer Elsayed , Matthew Lease

Multi-intent spoken language understanding (SLU) involves two tasks: multiple intent detection and slot filling, which jointly handle utterances containing more than one intent. Owing to this characteristic, which closely reflects…

Computation and Language · Computer Science 2025-12-15 Di Wu , Ruiyu Fang , Liting Jiang , Shuangyong Song , Xiaomeng Huang , Shiquan Wang , Zhongqiu Li , Lingling Shi , Mengjiao Bao , Yongxiang Li , Hao Huang

State-of-the-art speaker verification systems are inherently dependent on some kind of human supervision as they are trained on massive amounts of labeled data. However, manually annotating utterances is slow, expensive and not scalable to…

Audio and Speech Processing · Electrical Eng. & Systems 2025-06-25 Théo Lepage , Réda Dehak

Crowdsourcing utilizes the wisdom of crowds for collective classification via information (e.g., labels of an item) provided by labelers. Current crowdsourcing algorithms are mainly unsupervised methods that are unaware of the quality of…

Social and Information Networks · Computer Science 2016-11-15 Pin-Yu Chen , Chia-Wei Lien , Fu-Jen Chu , Pai-Shun Ting , Shin-Ming Cheng

Singing voice synthesis (SVS) has advanced significantly, enabling models to generate vocals with accurate pitch and consistent style. As these capabilities improve, the need for reliable evaluation and optimization becomes increasingly…

Sound · Computer Science 2025-12-03 Xueyan Li , Yuxin Wang , Mengjie Jiang , Qingzi Zhu , Jiang Zhang , Zoey Kim , Yazhe Niu

The growing spread of online misinformation has created an urgent need for scalable, reliable fact-checking solutions. Crowdsourced fact-checking - where non-experts evaluate claim veracity - offers a cost-effective alternative to expert…

Computation and Language · Computer Science 2025-10-28 Luigia Costabile , Gian Marco Orlando , Valerio La Gatta , Vincenzo Moscato

Crowdsourcing is a mechanism by means of which groups of people are able to execute a task by sharing ideas, efforts and resources. Thanks to the online technologies, crowdsourcing has become in the last decade an even more utilized process…

Physics and Society · Physics 2022-03-16 Daniele Vilone