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In dialogue generation, the naturalness of responses is crucial for effective human-machine interaction. Personalized response generation poses even greater challenges, as the responses must remain coherent and consistent with the user's…

Computation and Language · Computer Science 2025-06-18 Chih-Hao Hsu , Ying-Jia Lin , Hung-Yu Kao

Sentiment analysis is essential in many real-world applications such as stance detection, review analysis, recommendation system, and so on. Sentiment analysis becomes more difficult when the data is noisy and collected from social media.…

Computation and Language · Computer Science 2018-03-20 Braja Gopal Patra , Dipankar Das , Amitava Das

Personalized dialogue systems explore the problem of generating responses that are consistent with the user's personality, which has raised much attention in recent years. Existing personalized dialogue systems have tried to extract user…

Computation and Language · Computer Science 2022-04-19 Hanxun Zhong , Zhicheng Dou , Yutao Zhu , Hongjin Qian , Ji-Rong Wen

Technology for open-ended language generation, a key application of artificial intelligence, has advanced to a great extent in recent years. Large-scale language models, which are trained on large corpora of text, are being used in a wide…

Computation and Language · Computer Science 2023-05-12 Saketh Reddy Karra , Son The Nguyen , Theja Tulabandhula

The vast area of subjectivity in Natural Language Processing (NLP) poses a challenge to the solutions typically used in generalized tasks. As exploration in the scope of generalized NLP is much more advanced, it implies the tremendous gap…

Computation and Language · Computer Science 2023-12-19 Julita Bielaniewicz , Przemysław Kazienko

Endowing dialogue agents with persona information has proven to significantly improve the consistency and diversity of their generations. While much focus has been placed on aligning dialogues with provided personas, the adaptation to the…

Computation and Language · Computer Science 2025-06-02 Daniela Occhipinti , Marco Guerini , Malvina Nissim

In order for our computer systems to be more human-like, with a higher emotional quotient, they need to be able to process and understand intrinsic human language phenomena like humour. In this paper, we consider a subtype of humour - puns,…

Computation and Language · Computer Science 2018-06-13 Srishti Aggarwal , Kritik Mathur , Radhika Mamidi

Intelligent personal assistant systems that are able to have multi-turn conversations with human users are becoming increasingly popular. Most previous research has been focused on using either retrieval-based or generation-based methods to…

Information Retrieval · Computer Science 2019-08-27 Liu Yang , Junjie Hu , Minghui Qiu , Chen Qu , Jianfeng Gao , W. Bruce Croft , Xiaodong Liu , Yelong Shen , Jingjing Liu

Generating stylized responses is essential to build intelligent and engaging dialogue systems. However, this task is far from well-explored due to the difficulties of rendering a particular style in coherent responses, especially when the…

Computation and Language · Computer Science 2020-12-17 Yinhe Zheng , Zikai Chen , Rongsheng Zhang , Shilei Huang , Xiaoxi Mao , Minlie Huang

Intent detection is an essential component of task oriented dialogue systems. Over the years, extensive research has been conducted resulting in many state of the art models directed towards resolving user's intents in dialogue. A variety…

Computation and Language · Computer Science 2018-12-10 Pratik Jayarao , Aman Srivastava

Recent advancements in large language models have revolutionized text generation with their remarkable capabilities. These models can produce controlled texts that closely adhere to specific requirements when prompted appropriately.…

Computation and Language · Computer Science 2025-03-17 Zhe Yang , Yi Huang , Yaqin Chen , Xiaoting Wu , Junlan Feng , Chao Deng

Code-Mixing is a phenomenon of mixing two or more languages in a speech event and is prevalent in multilingual societies. Given the low-resource nature of Code-Mixing, machine generation of code-mixed text is a prevalent approach for data…

Artificial Intelligence · Computer Science 2022-06-17 Prashant Kodali , Tanmay Sachan , Akshay Goindani , Anmol Goel , Naman Ahuja , Manish Shrivastava , Ponnurangam Kumaraguru

End-to-End intelligent neural dialogue systems suffer from the problems of generating inconsistent and repetitive responses. Existing dialogue models pay attention to unilaterally incorporating personal knowledge into the dialog while…

Computation and Language · Computer Science 2021-07-19 Yajing Sun , Yue Hu , Luxi Xing , Yuqiang Xie , Xiangpeng Wei

With the growing popularity of code-mixed data, there is an increasing need for better handling of this type of data, which poses a number of challenges, such as dealing with spelling variations, multiple languages, different scripts, and a…

Computation and Language · Computer Science 2023-10-30 Mamta , Zishan Ahmad , Asif Ekbal

Code-mixing, the practice of switching between languages within a conversation, poses unique challenges for traditional NLP. Existing benchmarks are limited by their narrow language pairs and tasks, failing to adequately assess large…

Computation and Language · Computer Science 2025-09-09 Yilun Yang , Yekun Chai

Code-switching is a prevalent linguistic phenomenon in which multilingual individuals seamlessly alternate between languages. Despite its widespread use online and recent research trends in this area, research in code-switching presents…

Computation and Language · Computer Science 2024-05-08 Frances A. Laureano De Leon , Harish Tayyar Madabushi , Mark Lee

AI-generated counterspeech offers a promising and scalable strategy to curb online toxicity through direct replies that promote civil discourse. However, current counterspeech is one-size-fits-all, lacking adaptation to the moderation…

Human-Computer Interaction · Computer Science 2025-02-10 Lorenzo Cima , Alessio Miaschi , Amaury Trujillo , Marco Avvenuti , Felice Dell'Orletta , Stefano Cresci

Code-mixing is a phenomenon of mixing words and phrases from two or more languages in a single utterance of speech and text. Due to the high linguistic diversity, code-mixing presents several challenges in evaluating standard natural…

Computation and Language · Computer Science 2021-07-27 Ayush Garg , Sammed S Kagi , Vivek Srivastava , Mayank Singh

Incorporating personas information allows diverse and engaging responses in dialogue response generation. Unfortunately, prior works have primarily focused on self personas and have overlooked the value of partner personas. Moreover, in…

Computation and Language · Computer Science 2021-11-30 Hongyuan Lu , Wai Lam , Hong Cheng , Helen M. Meng

Stylistic dialogue response generation, with valuable applications in personality-based conversational agents, is a challenging task because the response needs to be fluent, contextually-relevant, as well as paralinguistically accurate.…

Computation and Language · Computer Science 2018-05-09 Tong Niu , Mohit Bansal