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Having engaging and informative conversations with users is the utmost goal for open-domain conversational systems. Recent advances in transformer-based language models and their applications to dialogue systems have succeeded to generate…

计算与语言 · 计算机科学 2021-02-04 Sarik Ghazarian , Zixi Liu , Tuhin Chakrabarty , Xuezhe Ma , Aram Galstyan , Nanyun Peng

Emotional information in speech plays a unique role in multimodal perception. However, current Speech Large Language Models (SpeechLLMs), similar to conventional speech emotion recognition (SER) systems, still treat emotion understanding as…

声音 · 计算机科学 2026-03-17 Dingdong Wang , Shujie Liu , Tianhua Zhang , Youjun Chen , Jinyu Li , Helen Meng

Emotional text-to-speech synthesis (ETTS) has seen much progress in recent years. However, the generated voice is often not perceptually identifiable by its intended emotion category. To address this problem, we propose a new interactive…

计算与语言 · 计算机科学 2021-06-15 Rui Liu , Berrak Sisman , Haizhou Li

Emotion Recognition in Conversations (ERC) has been gaining increasing importance as conversational agents become more and more common. Recognizing emotions is key for effective communication, being a crucial component in the development of…

计算与语言 · 计算机科学 2023-06-06 Patrícia Pereira , Helena Moniz , Isabel Dias , Joao Paulo Carvalho

Emotional Text-to-Speech (E-TTS) synthesis has garnered significant attention in recent years due to its potential to revolutionize human-computer interaction. However, current E-TTS approaches often struggle to capture the intricacies of…

计算与语言 · 计算机科学 2025-02-20 Zhi-Qi Cheng , Xiang Li , Jun-Yan He , Junyao Chen , Xiaomao Fan , Xiaojiang Peng , Alexander G. Hauptmann

Users interacting with voice assistants today need to phrase their requests in a very specific manner to elicit an appropriate response. This limits the user experience, and is partly due to the lack of reasoning capabilities of dialogue…

计算与语言 · 计算机科学 2022-03-22 Yi-Lin Tuan , Sajjad Beygi , Maryam Fazel-Zarandi , Qiaozi Gao , Alessandra Cervone , William Yang Wang

In this project, we aim to build a Text-to-Speech system able to produce speech with a controllable emotional expressiveness. We propose a methodology for solving this problem in three main steps. The first is the collection of emotional…

音频与语音处理 · 电气工程与系统科学 2019-07-08 Noé Tits

The need for high-quality data has been a key issue hindering the research of dialogue tasks. Recent studies try to build datasets through manual, web crawling, and large pre-trained models. However, man-made data is expensive and data…

计算与语言 · 计算机科学 2023-10-18 Hang Yin , Pinren Lu , Ziang Li , Bin Sun , Kan Li

State-of-the-art task-oriented dialogue systems typically rely on task-specific ontologies for fulfilling user queries. The majority of task-oriented dialogue data, such as customer service recordings, comes without ontology and annotation.…

The majority of existing methods for empathetic response generation rely on the emotion of the context to generate empathetic responses. However, empathy is much more than generating responses with an appropriate emotion. It also often…

计算与语言 · 计算机科学 2021-08-06 Navonil Majumder , Deepanway Ghosal , Devamanyu Hazarika , Alexander Gelbukh , Rada Mihalcea , Soujanya Poria

Spoken dialogue generation is crucial for applications like podcasts, dynamic commentary, and entertainment content, but poses significant challenges compared to single-utterance text-to-speech (TTS). Key requirements include accurate…

Empathetic response generation endeavors to empower dialogue systems to perceive speakers' emotions and generate empathetic responses accordingly. Psychological research demonstrates that emotion, as an essential factor in empathy,…

计算与语言 · 计算机科学 2024-03-26 Wang Yufeng , Chen Chao , Yang Zhou , Wang Shuhui , Liao Xiangwen

Understanding emotions and responding accordingly is one of the biggest challenges of dialog systems. This paper presents EmpTransfo, a multi-head Transformer architecture for creating an empathetic dialog system. EmpTransfo utilizes…

计算与语言 · 计算机科学 2020-03-09 Rohola Zandie , Mohammad H. Mahoor

Applying existing methods to emotional support conversation -- which provides valuable assistance to people who are in need -- has two major limitations: (a) they generally employ a conversation-level emotion label, which is too…

计算与语言 · 计算机科学 2022-04-01 Quan Tu , Yanran Li , Jianwei Cui , Bin Wang , Ji-Rong Wen , Rui Yan

Recently, there has been an increasing interest in neural speech synthesis. While the deep neural network achieves the state-of-the-art result in text-to-speech (TTS) tasks, how to generate a more emotional and more expressive speech is…

计算与语言 · 计算机科学 2021-06-24 Chenye Cui , Yi Ren , Jinglin Liu , Feiyang Chen , Rongjie Huang , Ming Lei , Zhou Zhao

Conversational Speech Synthesis (CSS) aims to accurately express an utterance with the appropriate prosody and emotional inflection within a conversational setting. While recognising the significance of CSS task, the prior studies have not…

计算与语言 · 计算机科学 2023-12-20 Rui Liu , Yifan Hu , Yi Ren , Xiang Yin , Haizhou Li

Emotional support conversation (ESC) aims to alleviate the emotional distress of individuals through effective conversations. Although large language models (LLMs) have obtained remarkable progress on ESC, most of these studies might not…

计算与语言 · 计算机科学 2025-08-28 Xiaoyu Wang , Yue Zhao , Qingqing Gu , Zhonglin Jiang , Xiaokai Chen , Yong Chen , Luo Ji

We introduce ECHo (Event Causality Inference via Human-Centric Reasoning), a diagnostic dataset of event causality inference grounded in visio-linguistic social scenarios. ECHo employs real-world human-centric deductive information building…

人工智能 · 计算机科学 2023-10-24 Yuxi Xie , Guanzhen Li , Min-Yen Kan

The emotion recognition in conversation (ERC) task aims to predict the emotion label of an utterance in a conversation. Since the dependencies between speakers are complex and dynamic, which consist of intra- and inter-speaker dependencies,…

计算与语言 · 计算机科学 2022-06-08 Yinan Bao , Qianwen Ma , Lingwei Wei , Wei Zhou , Songlin Hu

Recent studies have outlined the accessibility challenges faced by blind or visually impaired, and less-literate people, in interacting with social networks, in-spite of facilitating technologies such as monotone text-to-speech (TTS) screen…

社会与信息网络 · 计算机科学 2024-10-28 Suparna De , Ionut Bostan , Nishanth Sastry