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Testing conversational AI systems at scale across diverse domains necessitates realistic and diverse user interactions capturing a wide array of behavioral patterns. We present a novel multi-agent framework for realistic, explainable human…

人机交互 · 计算机科学 2026-01-23 Hareeshwar Karthikeyan

In this paper, we argue that the design and development of multimodal datasets for natural language processing (NLP) challenges should be enhanced in two significant respects: to more broadly represent commonsense semantic inferences; and…

计算与语言 · 计算机科学 2021-05-14 James Pustejovsky , Eben Holderness , Jingxuan Tu , Parker Glenn , Kyeongmin Rim , Kelley Lynch , Richard Brutti

People capture photos and videos to relive and share memories of personal significance. Recently, media montages (stories) have become a popular mode of sharing these memories due to their intuitive and powerful storytelling capabilities.…

计算与语言 · 计算机科学 2022-11-09 Satwik Kottur , Seungwhan Moon , Aram H. Markosyan , Hardik Shah , Babak Damavandi , Alborz Geramifard

This paper summarizes our entries to both subtasks of the first DialDoc shared task which focuses on the agent response prediction task in goal-oriented document-grounded dialogs. The task is split into two subtasks: predicting a span in a…

计算与语言 · 计算机科学 2021-06-15 Nico Daheim , David Thulke , Christian Dugast , Hermann Ney

Online dialogic instructions are a set of pedagogical instructions used in real-world online educational contexts to motivate students, help understand learning materials, and build effective study habits. In spite of the popularity and…

计算与语言 · 计算机科学 2022-10-14 Jiahao Chen , Shuyan Huang , Zitao Liu , Weiqi Luo

Many everyday tasks, ranging from appliance repair and cooking to car maintenance, require expert knowledge, particularly for complex, multi-step procedures. Despite growing interest in AI agents for augmented reality (AR) assistance,…

计算机视觉与模式识别 · 计算机科学 2026-02-03 Lavisha Aggarwal , Vikas Bahirwani , Andrea Colaco

Continual learning in task-oriented dialogue systems can allow us to add new domains and functionalities through time without incurring the high cost of a whole system retraining. In this paper, we propose a continual learning benchmark for…

计算与语言 · 计算机科学 2021-01-01 Andrea Madotto , Zhaojiang Lin , Zhenpeng Zhou , Seungwhan Moon , Paul Crook , Bing Liu , Zhou Yu , Eunjoon Cho , Zhiguang Wang

Following step-by-step procedures is an essential component of various activities carried out by individuals in their daily lives. These procedures serve as a guiding framework that helps to achieve goals efficiently, whether it is…

Formalizing cooking procedures remains a challenging task due to their inherent complexity and ambiguity. We introduce an extensible domain-specific language for representing recipes as directed action graphs, capturing processes,…

人工智能 · 计算机科学 2025-09-05 Aarush Kumbhakern , Saransh Kumar Gupta , Lipika Dey , Partha Pratim Das

Common grounding is the process of creating and maintaining mutual understandings, which is a critical aspect of sophisticated human communication. While various task settings have been proposed in existing literature, they mostly focus on…

计算与语言 · 计算机科学 2021-06-01 Takuma Udagawa , Akiko Aizawa

A pressing challenge in current dialogue systems is to successfully converse with users on topics with information distributed across different modalities. Previous work in multiturn dialogue systems has primarily focused on either text or…

计算与语言 · 计算机科学 2022-04-29 Kai Nakamura , Sharon Levy , Yi-Lin Tuan , Wenhu Chen , William Yang Wang

Large language models for vertical domains are bottlenecked by the scarcity of complex, domain-specific task-oriented dialogues. Existing data acquisition pipelines face a persistent trilemma: expert annotation is expensive, real-world…

计算与语言 · 计算机科学 2026-05-26 Liang Xue , Haoyu Liu , Cheng Wang , Pengyu Chen , Haozhuo Zheng , Yang Liu

In order to build dialogue systems to tackle the ambitious task of holding social conversations, we argue that we need a data driven approach that includes insight into human conversational chit chat, and which incorporates different…

计算与语言 · 计算机科学 2017-09-12 Kevin K. Bowden , Shereen Oraby , Amita Misra , Jiaqi Wu , Stephanie Lukin

In multi-modal dialogue systems, it is important to allow the use of images as part of a multi-turn conversation. Training such dialogue systems generally requires a large-scale dataset consisting of multi-turn dialogues that involve…

计算与语言 · 计算机科学 2021-07-20 Nyoungwoo Lee , Suwon Shin , Jaegul Choo , Ho-Jin Choi , Sung-Hyun Myaeng

$ $Dialogue systems are evaluated depending on their type and purpose. Two categories are often distinguished: (1) task-oriented dialogue systems (TDS), which are typically evaluated on utility, i.e., their ability to complete a specified…

信息检索 · 计算机科学 2022-04-27 Clemencia Siro , Mohammad Aliannejadi , Maarten de Rijke

Fine-tuning large language models (LLMs) on instruction datasets is a common way to improve their generative capabilities. However, instruction datasets can be expensive and time-consuming to manually curate, and while LLM-generated data is…

计算与语言 · 计算机科学 2024-10-08 Avanika Narayan , Mayee F. Chen , Kush Bhatia , Christopher Ré

Research interest in task-oriented dialogs has increased as systems such as Google Assistant, Alexa and Siri have become ubiquitous in everyday life. However, the impact of academic research in this area has been limited by the lack of…

Taaable is a case-based reasoning system that adapts cooking recipes to user constraints. Within it, the preparation part of recipes is formalised as a graph. This graph is a semantic representation of the sequence of instructions composing…

人工智能 · 计算机科学 2012-09-26 Valmi Dufour-Lussier , Florence Le Ber , Jean Lieber , Thomas Meilender , Emmanuel Nauer

Emotional support is a crucial skill for many real-world scenarios, including caring for the elderly, mental health support, and customer service chats. This paper presents a novel task of empathetic dialog generation with positive emotion…

计算与语言 · 计算机科学 2022-04-25 Shihang Wang , Xinchao Xu , Wenquan Wu , Zheng-Yu Niu , Hua Wu , Haifeng Wang

In recent years, interest has arisen in using machine learning to improve the efficiency of automatic medical consultation and enhance patient experience. In this article, we propose two frameworks to support automatic medical consultation,…

计算与语言 · 计算机科学 2022-12-27 Wei Chen , Zhiwei Li , Hongyi Fang , Qianyuan Yao , Cheng Zhong , Jianye Hao , Qi Zhang , Xuanjing Huang , Jiajie Peng , Zhongyu Wei