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Recent progress on neural approaches for language processing has triggered a resurgence of interest on building intelligent open-domain chatbots. However, even the state-of-the-art neural chatbots cannot produce satisfying responses for…

计算与语言 · 计算机科学 2022-08-10 Behnam Hedayatnia , Di Jin , Yang Liu , Dilek Hakkani-Tur

One critical issue for chat systems is to stay consistent about preferences, opinions, beliefs and facts of itself, which has been shown a difficult problem. In this work, we study methods to assess and bolster utterance consistency of chat…

计算与语言 · 计算机科学 2024-01-22 Mian Zhang , Lifeng Jin , Linfeng Song , Haitao Mi , Dong Yu

In this paper, we investigate the task of general conversational image retrieval on open-domain images. The objective is to search for images based on interactive conversations between humans and computers. To advance this task, we curate a…

计算机视觉与模式识别 · 计算机科学 2026-05-11 Zijia Zhao , Longteng Guo , Tongtian Yue , Erdong Hu , Shuai Shao , Zehuan Yuan , Hua Huang , Jing Liu

We present the corpus called HealthCall. This was recorded in real-life conditions in the call center of Malakoff Humanis. It includes two separate audio channels, the first one for the customer and the second one for the agent. Each…

计算与语言 · 计算机科学 2022-08-23 Nikola Lackovic , Claude Montacié , Gauthier Lalande , Marie-José Caraty

Existing dialogue corpora and models are typically designed under two disjoint motives: while task-oriented systems focus on achieving functional goals (e.g., booking hotels), open-domain chatbots aim at making socially engaging…

In modern dialogue systems, the ability to implicitly infer user backgrounds from conversations and leverage this information for personalized assistance is crucial. However, the scarcity of high-quality data remains a fundamental challenge…

计算与语言 · 计算机科学 2025-06-04 Bo Peng , Zhiheng Wang , Heyang Gong , Chaochao Lu

Clarifying user needs is essential for existing task-oriented dialogue systems. However, in real-world applications, developers can never guarantee that all possible user demands are taken into account in the design phase. Consequently,…

计算与语言 · 计算机科学 2019-06-13 Weikang Wang , Jiajun Zhang , Qian Li , Mei-Yuh Hwang , Chengqing Zong , Zhifei Li

Embodied agents need to be able to interact in natural language understanding task descriptions and asking appropriate follow up questions to obtain necessary information to be effective at successfully accomplishing tasks for a wide range…

计算与语言 · 计算机科学 2022-09-28 Spandana Gella , Aishwarya Padmakumar , Patrick Lange , Dilek Hakkani-Tur

For an interactive agent, such as task-oriented spoken dialog systems or chatbots, measuring and adapting to Customer Satisfaction (CSAT) is critical in order to understand user perception of an agent's behavior and increase user engagement…

音频与语音处理 · 电气工程与系统科学 2020-08-31 Yelin Kim , Joshua Levy , Yang Liu

There is growing interest in the automated extraction of relevant information from clinical dialogues. However, it is difficult to collect and construct large annotated resources for clinical dialogue tasks. Recent developments in natural…

计算与语言 · 计算机科学 2022-06-07 Zhengyuan Liu , Pavitra Krishnaswamy , Nancy F. Chen

This report characterized the suitability of existing datasets for devising new Machine Learning models, decision making methods, and analysis algorithms to improve Collaborative Problem Solving and then enumerated requirements for future…

机器学习 · 计算机科学 2024-12-25 Gnaneswar Villuri , Alex Doboli

Recent years have seen an increasing trend in the volume of personal media captured by users, thanks to the advent of smartphones and smart glasses, resulting in large media collections. Despite conversation being an intuitive…

计算与语言 · 计算机科学 2022-11-17 Seungwhan Moon , Satwik Kottur , Alborz Geramifard , Babak Damavandi

Natural language analysis of human collaborative chat dialogues is an understudied domain with many unique challenges: a large number of dialogue act labels, underspecified and dynamic tasks, interleaved topics, and long-range contextual…

计算与语言 · 计算机科学 2023-12-12 Ian Perera , Matthew Johnson , Carson Wilber

End-to-end neural approaches are becoming increasingly common in conversational scenarios due to their promising performances when provided with sufficient amount of data. In this paper, we present a novel methodology to address the…

计算与语言 · 计算机科学 2019-10-17 Sourabh Majumdar , Serra Sinem Tekiroglu , Marco Guerini

Over the years customers' expectation of getting information instantaneously has given rise to the increased usage of channels like virtual assistants. Typically, customers try to get their questions answered by low-touch channels like…

计算与语言 · 计算机科学 2021-09-08 Ankush Chopra , Prateek Nagwanshi , Sohom Ghosh

In the field of natural language processing, open-domain chatbots have emerged as an important research topic. However, a major limitation of existing open-domain chatbot research is its singular focus on short single-session dialogue,…

计算与语言 · 计算机科学 2023-10-23 Jihyoung Jang , Minseong Boo , Hyounghun Kim

Traditional applications of natural language processing (NLP) in healthcare have predominantly focused on patient-centered services, enhancing patient interactions and care delivery, such as through medical dialogue systems. However, the…

计算与语言 · 计算机科学 2024-06-11 Hengguan Huang , Songtao Wang , Hongfu Liu , Hao Wang , Ye Wang

Voice conversion (VC) research traditionally depends on scripted or acted speech, which lacks the natural spontaneity of real-life conversations. While natural speech data is limited for VC, our study focuses on filling in this gap. We…

音频与语音处理 · 电气工程与系统科学 2024-06-10 Ali N. Salman , Zongyang Du , Shreeram Suresh Chandra , Ismail Rasim Ulgen , Carlos Busso , Berrak Sisman

Collection of annotated dialogs for training task-oriented dialog systems have been one of the key bottlenecks in improving current models. While dialog response generation has been widely studied on the agent side, it is not evident if…

计算与语言 · 计算机科学 2023-10-17 Dustin Axman , Avik Ray , Shubham Garg , Jing Huang

User simulation is essential for generating enough data to train a statistical spoken dialogue system. Previous models for user simulation suffer from several drawbacks, such as the inability to take dialogue history into account, the need…

计算与语言 · 计算机科学 2016-07-04 Layla El Asri , Jing He , Kaheer Suleman