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Accurately detecting emotions in conversation is a necessary yet challenging task due to the complexity of emotions and dynamics in dialogues. The emotional state of a speaker can be influenced by many different factors, such as…

Computation and Language · Computer Science 2023-02-07 Jiachen Luo , Huy Phan , Joshua Reiss

Interpersonal language style shifting in dialogues is an interesting and almost instinctive ability of human. Understanding interpersonal relationship from language content is also a crucial step toward further understanding dialogues.…

Computation and Language · Computer Science 2020-12-07 Qi Jia , Hongru Huang , Kenny Q. Zhu

This work proposes a novel approach based on sequence-to-sequence (seq2seq) models for context-aware conversational systems. Exist- ing seq2seq models have been shown to be good for generating natural responses in a data-driven…

Computation and Language · Computer Science 2018-05-23 Silje Christensen , Simen Johnsrud , Massimiliano Ruocco , Heri Ramampiaro

Based on the WASSA 2022 Shared Task on Empathy Detection and Emotion Classification, we predict the level of empathic concern and personal distress displayed in essays. For the first stage of this project we implemented a Feed-Forward…

Computation and Language · Computer Science 2024-07-29 Manisha Singh , Divy Sharma , Alonso Ma , Nora Goldfine

Humor is a natural and fundamental component of human interactions. When correctly applied, humor allows us to express thoughts and feelings conveniently and effectively, increasing interpersonal affection, likeability, and trust. However,…

Computation and Language · Computer Science 2020-11-25 Felipe Godoy

This paper proposes a novel approach to an automatic estimation of three speaker traits from Arabic speech: gender, emotion, and dialect. After showing promising results on different text classification tasks, the multi-task learning (MTL)…

Computation and Language · Computer Science 2020-12-15 Wael Farhan , Muhy Eddin Za'ter , Qusai Abu Obaidah , Hisham al Bataineh , Zyad Sober , Hussein T. Al-Natsheh

In recent years BERT shows apparent advantages and great potential in natural language processing tasks. However, both training and applying BERT requires intensive time and resources for computing contextual language representations, which…

Computation and Language · Computer Science 2021-11-05 Tan Huang

Representation learning of textual networks poses a significant challenge as it involves capturing amalgamated information from two modalities: (i) underlying network structure, and (ii) node textual attributes. For this, most existing…

Computation and Language · Computer Science 2020-11-06 Tony Gracious , Ambedkar Dukkipati

Conversational question answering (CQA) is a novel QA task that requires understanding of dialogue context. Different from traditional single-turn machine reading comprehension (MRC) tasks, CQA includes passage comprehension, coreference…

Computation and Language · Computer Science 2019-01-04 Chenguang Zhu , Michael Zeng , Xuedong Huang

Conversational data are central to the study of interaction dynamics and social structures across psychological research. However, constructing structured social networks from unstructured conversational data remains a major methodological…

Applications · Statistics 2026-03-04 Gwanghee Kim , Ick Hoon Jin , Minjeong Jeon

Personality types are important in various fields as they hold relevant information about the characteristics of a human being in an explainable format. They are often good predictors of a person's behaviors in a particular environment and…

Computation and Language · Computer Science 2023-09-12 Abhilash Datta , Souvic Chakraborty , Animesh Mukherjee

Research on human spoken language has shown that speech plays an important role in identifying speaker personality traits. In this work, we propose an approach for identifying speaker personality traits using overlap dynamics in multiparty…

Computation and Language · Computer Science 2019-09-04 Mingzhi Yu , Emer Gilmartin , Diane Litman

Statistical spoken dialogue systems usually rely on a single- or multi-domain dialogue model that is restricted in its capabilities of modelling complex dialogue structures, e.g., relations. In this work, we propose a novel dialogue model…

Computation and Language · Computer Science 2019-01-09 Stefan Ultes , Paweł\ Budzianowski , Iñigo Casanueva , Lina Rojas-Barahona , Bo-Hsiang Tseng , Yen-Chen Wu , Steve Young , Milica Gašić

Personality determines a wide variety of human daily and working behaviours, and is crucial for understanding human internal and external states. In recent years, a large number of automatic personality computing approaches have been…

Computer Vision and Pattern Recognition · Computer Science 2024-02-07 Rongfan Liao , Siyang Song , Hatice Gunes

Trainable chatbots that exhibit fluent and human-like conversations remain a big challenge in artificial intelligence. Deep Reinforcement Learning (DRL) is promising for addressing this challenge, but its successful application remains an…

In human conversations, due to their personalities in mind, people can easily carry out and maintain the conversations. Giving conversational context with persona information to a chatbot, how to exploit the information to generate diverse…

Artificial Intelligence · Computer Science 2019-05-30 Haoyu Song , Wei-Nan Zhang , Yiming Cui , Dong Wang , Ting Liu

Personality traits, emotions, and beliefs shape individuals' behavioral choices and decision-making processes. However, for one thing, the affective computing community normally focused on predicting personality traits but overlooks their…

Computation and Language · Computer Science 2024-03-05 Yaochen Zhu , Xiangqing Shen , Rui Xia

People living with dementia (PLwD) often show gradual shifts in how they communicate, becoming less expressive, more repetitive, or drifting off-topic in subtle ways. While caregivers may notice these changes informally, most computational…

Artificial Intelligence · Computer Science 2025-11-21 Joy Lai , Alex Mihailidis

Maintaining a consistent attribute profile is crucial for dialogue agents to naturally converse with humans. Existing studies on improving attribute consistency mainly explored how to incorporate attribute information in the responses, but…

Computation and Language · Computer Science 2021-05-18 Haoyu Song , Yan Wang , Wei-Nan Zhang , Zhengyu Zhao , Ting Liu , Xiaojiang Liu

Identifying discourse features in student conversations is quite important for educational researchers to recognize the curricular and pedagogical variables that cause students to engage in constructing knowledge rather than merely…

Computation and Language · Computer Science 2025-11-26 Farjana Sultana Mim , Shuchin Aeron , Eric Miller , Kristen Wendell