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On-the-job learning consists in continuously learning while being used in production, in an open environment, meaning that the system has to deal on its own with situations and elements never seen before. The kind of systems that seem to be…

计算与语言 · 计算机科学 2021-03-01 Mathilde Veron , Sophie Rosset , Olivier Galibert , Guillaume Bernard

While automatic performance metrics are crucial for machine learning of artificial human-like behaviour, the gold standard for evaluation remains human judgement. The subjective evaluation of artificial human-like behaviour in embodied…

人机交互 · 计算机科学 2021-08-16 Pieter Wolfert , Jeffrey M. Girard , Taras Kucherenko , Tony Belpaeme

This paper proposes an approach to detect emotion from human speech employing majority voting technique over several machine learning techniques. The contribution of this work is in two folds: firstly it selects those features of speech…

声音 · 计算机科学 2018-07-12 Md. Kamruzzaman Sarker , Kazi Md. Rokibul Alam , Md. Arifuzzaman

Gaze following estimates gaze targets of in-scene person by understanding human behavior and scene information. Existing methods usually analyze scene images for gaze following. However, compared with visual images, audio also provides…

计算机视觉与模式识别 · 计算机科学 2024-01-17 Yuqi Hou , Zhongqun Zhang , Nora Horanyi , Jaewon Moon , Yihua Cheng , Hyung Jin Chang

We introduce the task of expressive speech retrieval, where the goal is to retrieve speech utterances spoken in a given style based on a natural language description of that style. While prior work has primarily focused on performing speech…

音频与语音处理 · 电气工程与系统科学 2025-08-18 Wonjune Kang , Deb Roy

Automatic Speech Recognition (ASR) systems have become ubiquitous. They can be found in a variety of form factors and are increasingly important in our daily lives. As such, ensuring that these systems are equitable to different subgroups…

机器学习 · 计算机科学 2022-01-14 Sai Sathiesh Rajan , Sakshi Udeshi , Sudipta Chattopadhyay

Online consumer reviews play a crucial role in guiding purchase decisions by offering insights into product quality, usability, and performance. However, the increasing volume of user-generated reviews has led to information overload,…

信息检索 · 计算机科学 2026-01-12 Muhammad Mufti , Omar Hammad , Mahfuzur Rahman

While human evaluation is the most reliable metric for evaluating speech generation systems, it is generally costly and time-consuming. Previous studies on automatic speech quality assessment address the problem by predicting human…

音频与语音处理 · 电气工程与系统科学 2022-12-12 Soumi Maiti , Yifan Peng , Takaaki Saeki , Shinji Watanabe

From the eardrum to the auditory cortex, where acoustic stimuli are decoded, there are several stages of auditory processing and transmission where information may potentially get lost. In this paper, we aim at quantifying the information…

信息论 · 计算机科学 2018-05-03 Mohsen Zareian Jahromi , Adel Zahedi , Jesper Jensen , Jan Østergaard

Dialog systems, such as voice assistants, are expected to engage with users in complex, evolving conversations. Unfortunately, traditional automatic speech recognition (ASR) systems deployed in such applications are usually trained to…

音频与语音处理 · 电气工程与系统科学 2024-09-17 Hitesh Tulsiani , David M. Chan , Shalini Ghosh , Garima Lalwani , Prabhat Pandey , Ankish Bansal , Sri Garimella , Ariya Rastrow , Björn Hoffmeister

Existing conversational search studies mainly focused on asking better clarifying questions and/or improving search result quality. These works aim at retrieving better responses according to the search context, and their performances are…

信息检索 · 计算机科学 2023-04-18 Zhenduo Wang , Zhichao Xu , Qingyao Ai

The foundation model paradigm leverages a shared foundation model to achieve state-of-the-art (SOTA) performance for various tasks, requiring minimal downstream-specific modeling and data annotation. This approach has proven crucial in the…

Visual speech recognition (VSR) aims to recognize the content of speech based on lip movements, without relying on the audio stream. Advances in deep learning and the availability of large audio-visual datasets have led to the development…

计算机视觉与模式识别 · 计算机科学 2022-11-01 Pingchuan Ma , Stavros Petridis , Maja Pantic

A major focus of recent research in spoken language understanding (SLU) has been on the end-to-end approach where a single model can predict intents directly from speech inputs without intermediate transcripts. However, this approach…

计算与语言 · 计算机科学 2021-06-15 Sujeong Cha , Wangrui Hou , Hyun Jung , My Phung , Michael Picheny , Hong-Kwang Kuo , Samuel Thomas , Edmilson Morais

Intelligent personal assistants (IPA) enable voice applications that facilitate people's daily tasks. However, due to the complexity and ambiguity of voice requests, some requests may not be handled properly by the standard natural language…

机器学习 · 计算机科学 2021-10-20 Wei Xiao , Qian Hu , Thahir Mohamed , Zheng Gao , Xibin Gao , Radhika Arava , Mohamed AbdelHady

Most of the existing spoken language understanding systems can perform only semantic frame parsing based on a single-round user query. They cannot take users' feedback to update/add/remove slot values through multiround interactions with…

计算与语言 · 计算机科学 2021-06-29 Yu Wang , Yilin Shen , Hongxia Jin

Machine Translation (MT) has achieved remarkable performance, with growing interest in speech translation and multimodal approaches. However, despite these advancements, MT quality assessment remains largely text centric, typically relying…

计算与语言 · 计算机科学 2025-09-18 Sami Ul Haq , Sheila Castilho , Yvette Graham

Automatic Speech Recognition (ASR) systems generalize poorly on accented speech. The phonetic and linguistic variability of accents present hard challenges for ASR systems today in both data collection and modeling strategies. The resulting…

This software project based paper is for a vision of the near future in which computer interaction is characterized by natural face-to-face conversations with lifelike characters that speak, emote, and gesture. The first step is speech. The…

人机交互 · 计算机科学 2013-05-10 Urmila Shrawankar , Anjali Mahajan

Different people have different habits of describing their intents in conversations. Some people tend to deliberate their intents in several successive utterances, i.e., they use several consistent messages for readability instead of a long…

计算与语言 · 计算机科学 2021-09-23 Zehao Lin , Shaobo Cui , Guodun Li , Xiaoming Kang , Feng Ji , Fenglin Li , Zhongzhou Zhao , Haiqing Chen , Yin Zhang
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