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Related papers: MD3: The Multi-Dialect Dataset of Dialogues

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In this study, we introduce YODAS (YouTube-Oriented Dataset for Audio and Speech), a large-scale, multilingual dataset comprising currently over 500k hours of speech data in more than 100 languages, sourced from both labeled and unlabeled…

Computation and Language · Computer Science 2024-06-04 Xinjian Li , Shinnosuke Takamichi , Takaaki Saeki , William Chen , Sayaka Shiota , Shinji Watanabe

Goal-oriented dialogue systems are now being widely adopted in industry where it is of key importance to maintain a rapid prototyping cycle for new products and domains. Data-driven dialogue system development has to be adapted to meet this…

Computation and Language · Computer Science 2019-10-04 Igor Shalyminov , Sungjin Lee , Arash Eshghi , Oliver Lemon

Machine Translation (MT) evaluation has gone beyond metrics, towards more specific linguistic phenomena. Regarding English-Chinese language pairs, passive sentences are constructed and distributed differently due to language variation, thus…

Computation and Language · Computer Science 2026-03-17 Xinyue Ma , Pol Pastells , Mireia Farrús , Mariona Taulé

In multilingual societies, social conversations often involve code-mixed speech. The current speech technology may not be well equipped to extract information from multi-lingual multi-speaker conversations. The DISPLACE challenge entails a…

Audio and Speech Processing · Electrical Eng. & Systems 2023-06-06 Shikha Baghel , Shreyas Ramoji , Sidharth , Ranjana H , Prachi Singh , Somil Jain , Pratik Roy Chowdhuri , Kaustubh Kulkarni , Swapnil Padhi , Deepu Vijayasenan , Sriram Ganapathy

One challenge for dialogue agents is recognizing feelings in the conversation partner and replying accordingly, a key communicative skill. While it is straightforward for humans to recognize and acknowledge others' feelings in a…

Computation and Language · Computer Science 2019-08-30 Hannah Rashkin , Eric Michael Smith , Margaret Li , Y-Lan Boureau

We introduce dodecaDialogue: a set of 12 tasks that measures if a conversational agent can communicate engagingly with personality and empathy, ask questions, answer questions by utilizing knowledge resources, discuss topics and situations,…

Computation and Language · Computer Science 2020-04-30 Kurt Shuster , Da Ju , Stephen Roller , Emily Dinan , Y-Lan Boureau , Jason Weston

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…

Audio and Speech Processing · Electrical Eng. & Systems 2019-10-31 Subham Banga , Ujjwal Upadhyay , Piyush Agarwal , Aniket Sharma , Prerana Mukherjee

A video-grounded dialogue system is required to understand both dialogue, which contains semantic dependencies from turn to turn, and video, which contains visual cues of spatial and temporal scene variations. Building such dialogue systems…

Artificial Intelligence · Computer Science 2021-06-15 Hung Le , Chinnadhurai Sankar , Seungwhan Moon , Ahmad Beirami , Alborz Geramifard , Satwik Kottur

Despite advancements in conversational AI, language models encounter challenges to handle diverse conversational tasks, and existing dialogue dataset collections often lack diversity and comprehensiveness. To tackle these issues, we…

Computation and Language · Computer Science 2024-02-06 Jianguo Zhang , Kun Qian , Zhiwei Liu , Shelby Heinecke , Rui Meng , Ye Liu , Zhou Yu , Huan Wang , Silvio Savarese , Caiming Xiong

This paper presents a novel Dialectal Sound and Vowelization Recovery framework, designed to recognize borrowed and dialectal sounds within phonologically diverse and dialect-rich languages, that extends beyond its standard orthographic…

Audio and Speech Processing · Electrical Eng. & Systems 2024-08-06 Yassine El Kheir , Hamdy Mubarak , Ahmed Ali , Shammur Absar Chowdhury

Student mental health is a sensitive issue that necessitates special attention. A primary concern is the student-to-counselor ratio, which surpasses the recommended standard of 250:1 in most universities. This imbalance results in extended…

Computation and Language · Computer Science 2024-11-04 Po-Chuan Chen , Mahdin Rohmatillah , You-Teng Lin , Jen-Tzung Chien

Machine learning approaches often require training and evaluation datasets with a clear separation between positive and negative examples. This risks simplifying and even obscuring the inherent subjectivity present in many tasks. Preserving…

Human-Computer Interaction · Computer Science 2023-06-21 Lora Aroyo , Alex S. Taylor , Mark Diaz , Christopher M. Homan , Alicia Parrish , Greg Serapio-Garcia , Vinodkumar Prabhakaran , Ding Wang

Multimodal learning on video and text has seen significant progress, particularly in tasks like text-to-video retrieval, video-to-text retrieval, and video captioning. However, most existing methods and datasets focus exclusively on…

Multimedia · Computer Science 2025-07-15 Willy Fitra Hendria

This paper introduces a high-quality open-source speech synthesis dataset for Kazakh, a low-resource language spoken by over 13 million people worldwide. The dataset consists of about 93 hours of transcribed audio recordings spoken by two…

Audio and Speech Processing · Electrical Eng. & Systems 2021-09-09 Saida Mussakhojayeva , Aigerim Janaliyeva , Almas Mirzakhmetov , Yerbolat Khassanov , Huseyin Atakan Varol

Question answering (QA) systems are now available through numerous commercial applications for a wide variety of domains, serving millions of users that interact with them via speech interfaces. However, current benchmarks in QA research do…

Computation and Language · Computer Science 2021-09-27 Fahim Faisal , Sharlina Keshava , Md Mahfuz ibn Alam , Antonios Anastasopoulos

Although there have been remarkable advances in dialogue systems through the dialogue systems technology competition (DSTC), it remains one of the key challenges to building a robust task-oriented dialogue system with a speech interface.…

Computation and Language · Computer Science 2024-01-10 Jaeseok Yoon , Seunghyun Hwang , Ran Han , Jeonguk Bang , Kee-Eung Kim

Conversational search is a relatively young area of research that aims at automating an information-seeking dialogue. In this paper we help to position it with respect to other research areas within conversational Artificial Intelligence…

Information Retrieval · Computer Science 2021-06-09 Svitlana Vakulenko , Evangelos Kanoulas , Maarten de Rijke

Multiparty Dialogue Machine Reading Comprehension (MRC) differs from traditional MRC as models must handle the complex dialogue discourse structure, previously unconsidered in traditional MRC. To fully exploit such discourse structure in…

Computation and Language · Computer Science 2021-04-27 Jiaqi Li , Ming Liu , Zihao Zheng , Heng Zhang , Bing Qin , Min-Yen Kan , Ting Liu

Spoken dialogue is essential for human-AI interactions, providing expressive capabilities beyond text. Developing effective spoken dialogue systems (SDSs) requires large-scale, high-quality, and diverse spoken dialogue corpora. However,…

Computation and Language · Computer Science 2026-04-03 Wataru Nakata , Kentaro Seki , Hitomi Yanaka , Yuki Saito , Shinnosuke Takamichi , Hiroshi Saruwatari

This work introduces Zambezi Voice, an open-source multilingual speech resource for Zambian languages. It contains two collections of datasets: unlabelled audio recordings of radio news and talk shows programs (160 hours) and labelled data…

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