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The automatic recognition of emotion in speech can inform our understanding of language, emotion, and the brain. It also has practical application to human-machine interactive systems. This paper examines the recognition of emotion in…

Flattery is an important aspect of human communication that facilitates social bonding, shapes perceptions, and influences behavior through strategic compliments and praise, leveraging the power of speech to build rapport effectively. Its…

New technologies drastically change recruitment techniques. Some research projects aim at designing interactive systems that help candidates practice job interviews. Other studies aim at the automatic detection of social signals (e.g.…

Computation and Language · Computer Science 2019-07-26 Léo Hemamou , Ghazi Felhi , Vincent Vandenbussche , Jean-Claude Martin , Chloé Clavel

The increasing volume of video content in educational, professional, and social domains necessitates effective summarization techniques that go beyond traditional unimodal approaches. This paper proposes a behaviour-aware multimodal video…

Computer Vision and Pattern Recognition · Computer Science 2025-07-01 Md Moinul Islam , Sofoklis Kakouros , Janne Heikkilä , Mourad Oussalah

Building an open-domain conversational agent is a challenging problem. Current evaluation methods, mostly post-hoc judgments of static conversation, do not capture conversation quality in a realistic interactive context. In this paper, we…

Computation and Language · Computer Science 2019-11-05 Asma Ghandeharioun , Judy Hanwen Shen , Natasha Jaques , Craig Ferguson , Noah Jones , Agata Lapedriza , Rosalind Picard

We provide a psychometric-grounded exposition of bias and fairness as applied to a typical machine learning pipeline for affective computing. We expand on an interpersonal communication framework to elucidate how to identify sources of bias…

Machine Learning · Computer Science 2023-05-05 Brandon M Booth , Louis Hickman , Shree Krishna Subburaj , Louis Tay , Sang Eun Woo , Sidney K. DMello

During a psychotherapy session, the counselor typically adopts techniques which are codified along specific dimensions (e.g., 'displays warmth and confidence', or 'attempts to set up collaboration') to facilitate the evaluation of the…

Computation and Language · Computer Science 2021-10-26 Nikolaos Flemotomos , Victor R. Martinez , Zhuohao Chen , Torrey A. Creed , David C. Atkins , Shrikanth Narayanan

The rapid development of large language models (LLMs) has highlighted the need for efficient and reliable methods to evaluate their performance. Traditional evaluation methods often face challenges like high costs, limited task formats,…

Computation and Language · Computer Science 2025-11-11 Junjie Chen , Weihang Su , Zhumin Chu , Haitao Li , Yujia Zhou , Dingbo Yuan , Xudong Wang , Jun Zhou , Yiqun Liu , Min Zhang , Shaoping Ma , Qingyao Ai

Automatic Speech Recognition (ASR) systems have proliferated over the recent years to the point that free platforms such as YouTube now provide speech recognition services. Given the wide selection of ASR systems, we contribute to the field…

Current state-of-the-art methods for automatic synthetic speech evaluation are based on MOS prediction neural models. Such MOS prediction models include MOSNet and LDNet that use spectral features as input, and SSL-MOS that relies on a…

We explore unconstrained natural language feedback as a learning signal for artificial agents. Humans use rich and varied language to teach, yet most prior work on interactive learning from language assumes a particular form of input (e.g.,…

Artificial Intelligence · Computer Science 2021-07-06 Theodore R. Sumers , Mark K. Ho , Robert D. Hawkins , Karthik Narasimhan , Thomas L. Griffiths

Prosodic cues in conversational speech aid listeners in discerning a message. We investigate whether acoustic cues in spoken dialogue can be used to identify the importance of individual words to the meaning of a conversation turn.…

Computation and Language · Computer Science 2019-07-18 Sushant Kafle , Cecilia O. Alm , Matt Huenerfauth

The success of automatic speaker verification shows that discriminative speaker representations can be extracted from neutral speech. However, as a kind of non-verbal voice, laughter should also carry speaker information intuitively. Thus,…

Audio and Speech Processing · Electrical Eng. & Systems 2023-11-21 Yuke Lin , Xiaoyi Qin , Huahua Cui , Zhenyi Zhu , Ming Li

A robot needs contextual awareness, effective speech production and complementing non-verbal gestures for successful communication in society. In this paper, we present our end-to-end system that tries to enhance the effectiveness of…

Robotics · Computer Science 2024-10-01 Bishal Ghosh , Abhinav Dhall , Ekta Singla

We use the largest open repository of public speaking---TED Talks---to predict the ratings of the online viewers. Our dataset contains over 2200 TED Talk transcripts (includes over 200 thousand sentences), audio features and the associated…

Multimedia · Computer Science 2019-06-11 Md Iftekhar Tanveer , Md Kamrul Hassan , Daniel Gildea , M. Ehsan Hoque

There is a growing interest in improving the conversational ability of models by filtering the raw dialogue corpora. Previous filtering strategies usually rely on a scoring method to assess and discard samples from one perspective, enabling…

Computation and Language · Computer Science 2022-05-24 Yiwei Li , Bin Sun , Shaoxiong Feng , Kan Li

BACKGROUND: Coding Motivational Interviewing (MI) sessions is essential for understanding client behaviors and predicting outcomes, but it requires substantial time and labor from trained MI professionals. Recent advances in audio-language…

Computation and Language · Computer Science 2026-05-19 Guangzeng Han , James G. Murphy , Benjamin O. Ladd , Xiaolei Huang , Brian Borsari

AI agents that communicate on behalf of individuals need to capture how each person actually communicates, yet current approaches either require costly per-person fine-tuning, produce generic outputs from shallow persona descriptions, or…

Human-Computer Interaction · Computer Science 2026-03-31 Ruoxi Shang , Dan Marshall , Edward Cutrell , Denae Ford

Automatically evaluating the quality of dialogue responses for unstructured domains is a challenging problem. Unfortunately, existing automatic evaluation metrics are biased and correlate very poorly with human judgements of response…

Computation and Language · Computer Science 2018-01-18 Ryan Lowe , Michael Noseworthy , Iulian V. Serban , Nicolas Angelard-Gontier , Yoshua Bengio , Joelle Pineau

This paper surveys and organizes research works in a new paradigm in natural language processing, which we dub "prompt-based learning". Unlike traditional supervised learning, which trains a model to take in an input x and predict an output…

Computation and Language · Computer Science 2021-07-30 Pengfei Liu , Weizhe Yuan , Jinlan Fu , Zhengbao Jiang , Hiroaki Hayashi , Graham Neubig