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The rapid growth of machine translation (MT) systems has necessitated comprehensive studies to meta-evaluate evaluation metrics being used, which enables a better selection of metrics that best reflect MT quality. Unfortunately, most of the…

计算与语言 · 计算机科学 2023-07-04 Ananya B. Sai , Vignesh Nagarajan , Tanay Dixit , Raj Dabre , Anoop Kunchukuttan , Pratyush Kumar , Mitesh M. Khapra

Recent advancements in conversational systems have significantly enhanced human-machine interactions across various domains. However, training these systems is challenging due to the scarcity of specialized dialogue data. Traditionally,…

计算与语言 · 计算机科学 2026-05-29 Heydar Soudani , Roxana Petcu , Evangelos Kanoulas , Faegheh Hasibi

Curriculum learning has been used to improve the quality of text generation systems by ordering the training samples according to a particular schedule in various tasks. In the context of data-to-text generation (DTG), previous studies used…

计算与语言 · 计算机科学 2024-12-19 Kancharla Aditya Hari , Manish Gupta , Vasudeva Varma

While multimodal conversation agents are gaining importance in several domains such as retail, travel etc., deep learning research in this area has been limited primarily due to the lack of availability of large-scale, open chatlogs. To…

计算与语言 · 计算机科学 2018-02-01 Amrita Saha , Mitesh Khapra , Karthik Sankaranarayanan

Multiple business scenarios require an automated generation of descriptive human-readable text from structured input data. Hence, fact-to-text generation systems have been developed for various downstream tasks like generating soccer…

计算与语言 · 计算机科学 2022-09-26 Shivprasad Sagare , Tushar Abhishek , Bhavyajeet Singh , Anubhav Sharma , Manish Gupta , Vasudeva Varma

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…

Automatic question generation (QG) is a challenging problem in natural language understanding. QG systems are typically built assuming access to a large number of training instances where each instance is a question and its corresponding…

计算与语言 · 计算机科学 2019-06-07 Vishwajeet Kumar , Nitish Joshi , Arijit Mukherjee , Ganesh Ramakrishnan , Preethi Jyothi

Modeling voices for multiple speakers and multiple languages in one text-to-speech system has been a challenge for a long time. This paper presents an extension on Tacotron2 to achieve bilingual multispeaker speech synthesis when there are…

音频与语音处理 · 电气工程与系统科学 2020-05-22 Zexin Cai , Yaogen Yang , Ming Li

Building dialogue generation systems in a zero-shot scenario remains a huge challenge, since the typical zero-shot approaches in dialogue generation rely heavily on large-scale pre-trained language generation models such as GPT-3 and T5.…

计算与语言 · 计算机科学 2022-08-19 Yongkang Liu , Shi Feng , Daling Wang , Yifei Zhang

Developing conversational agents to interact with patients and provide primary clinical advice has attracted increasing attention due to its huge application potential, especially in the time of COVID-19 Pandemic. However, the training of…

计算与语言 · 计算机科学 2022-08-02 Wenge Liu , Jianheng Tang , Yi Cheng , Wenjie Li , Yefeng Zheng , Xiaodan Liang

Task-oriented dialogue systems have garnered significant attention due to their conversational ability to accomplish goals, such as booking airline tickets for users. Traditionally, task-oriented dialogue systems are conceptualized as…

计算与语言 · 计算机科学 2025-11-18 Pu-Hai Yang , Heyan Huang , Heng-Da Xu , Fanshu Sun , Xian-Ling Mao , Chaoxu Mu

Task-oriented dialogue systems are either modularized with separate dialogue state tracking (DST) and management steps or end-to-end trainable. In either case, the knowledge base (KB) plays an essential role in fulfilling user requests.…

计算与语言 · 计算机科学 2020-09-30 Andrea Madotto , Samuel Cahyawijaya , Genta Indra Winata , Yan Xu , Zihan Liu , Zhaojiang Lin , Pascale Fung

Code-mixing is the practice of using two or more languages in a single sentence, which often occurs in multilingual communities such as India where people commonly speak multiple languages. Classic NLP tools, trained on monolingual data,…

计算与语言 · 计算机科学 2024-11-28 Shruti Jagdale , Omkar Khade , Gauri Takalikar , Mihir Inamdar , Raviraj Joshi

We present a speaker conditioned text-to-speech (TTS) system aimed at addressing challenges in generating speech for unseen speakers and supporting diverse Indian languages. Our method leverages a diffusion-based TTS architecture, where a…

Research on (multi-domain) task-oriented dialog (TOD) has predominantly focused on the English language, primarily due to the shortage of robust TOD datasets in other languages, preventing the systematic investigation of cross-lingual…

计算与语言 · 计算机科学 2022-05-24 Chia-Chien Hung , Anne Lauscher , Ivan Vulić , Simone Paolo Ponzetto , Goran Glavaš

With recent advancements in language technologies, humans are now speaking to devices. Increasing the reach of spoken language technologies requires building systems in local languages. A major bottleneck here are the underlying…

计算与语言 · 计算机科学 2021-02-23 Akshat Gupta , Xinjian Li , Sai Krishna Rallabandi , Alan W Black

The rapidly growing market demand for automatic dialogue agents capable of goal-oriented behavior has caused many tech-industry leaders to invest considerable efforts into task-oriented dialog systems. The success of these systems is highly…

计算与语言 · 计算机科学 2022-10-25 Ella Rabinovich , Matan Vetzler , David Boaz , Vineet Kumar , Gaurav Pandey , Ateret Anaby-Tavor

Dialogue systems are usually categorized into two types, open-domain and task-oriented. The first one focuses on chatting with users and making them engage in the conversations, where selecting a proper topic to fit the dialogue context is…

计算与语言 · 计算机科学 2022-04-25 Ssu Chiu , Maolin Li , Yen-Ting Lin , Yun-Nung Chen

Although numerous datasets have been developed to support dialogue systems, most existing chit-chat datasets overlook the cultural nuances inherent in natural human conversations. To address this gap, we introduce SEADialogues, a culturally…

The prevailing paradigm in the domain of Open-Domain Dialogue agents predominantly focuses on the English language, encompassing both models and datasets. Furthermore, the financial and temporal investments required for crowdsourcing such…

计算与语言 · 计算机科学 2025-03-06 Ahmed Njifenjou , Virgile Sucal , Bassam Jabaian , Fabrice Lefèvre