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Dialog systems research has primarily been focused around two main types of applications - task-oriented dialog systems that learn to use clarification to aid in understanding a goal, and open-ended dialog systems that are expected to carry…

计算与语言 · 计算机科学 2020-06-29 Aishwarya Padmakumar , Raymond J. Mooney

API search involves finding components in an API that are relevant to a programming task. For example, a programmer may need a function in a C library that opens a new network connection, then another function that sends data across that…

软件工程 · 计算机科学 2021-07-27 Zachary Eberhart , Collin McMillan

In this paper, we present a real-world conversational AI system to search for and book hotels through text messaging. Our architecture consists of a frame-based dialogue management system, which calls machine learning models for intent…

机器学习 · 计算机科学 2019-08-28 Bai Li , Nanyi Jiang , Joey Sham , Henry Shi , Hussein Fazal

With the demanding need for deploying dialogue systems in new domains with less cost, zero-shot dialogue state tracking (DST), which tracks user's requirements in task-oriented dialogues without training on desired domains, draws attention…

计算与语言 · 计算机科学 2023-02-28 Ruolin Su , Jingfeng Yang , Ting-Wei Wu , Biing-Hwang Juang

We envision robots that can collaborate and communicate seamlessly with humans. It is necessary for such robots to decide both what to say and how to act, while interacting with humans. To this end, we introduce a new task, dialogue object…

机器人学 · 计算机科学 2021-07-23 Monica Roy , Kaiyu Zheng , Jason Liu , Stefanie Tellex

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

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

While interacting with chatbots, users may elicit multiple intents in a single dialogue utterance. Instead of training a dedicated multi-intent detection model, we propose DialogUSR, a dialogue utterance splitting and reformulation task…

计算与语言 · 计算机科学 2022-10-21 Haoran Meng , Zheng Xin , Tianyu Liu , Zizhen Wang , He Feng , Binghuai Lin , Xuemin Zhao , Yunbo Cao , Zhifang Sui

Nowadays, with many e-commerce platforms conducting global business, e-commerce search systems are required to handle product retrieval under multilingual scenarios. Moreover, comparing with maintaining per-country specific e-commerce…

计算与语言 · 计算机科学 2021-05-10 Hanqing Lu , Youna Hu , Tong Zhao , Tony Wu , Yiwei Song , Bing Yin

We introduce TacoBot, a user-centered task-oriented digital assistant designed to guide users through complex real-world tasks with multiple steps. Covering a wide range of cooking and how-to tasks, we aim to deliver a collaborative and…

Conversational search systems, such as Google Assistant and Microsoft Cortana, provide a new search paradigm where users are allowed, via natural language dialogues, to communicate with search systems. Evaluating such systems is very…

信息检索 · 计算机科学 2021-09-08 Zeyang Liu , Ke Zhou , Jiaxin Mao , Max L. Wilson

We present SDialog, an MIT-licensed open-source Python toolkit that unifies dialog generation, evaluation and mechanistic interpretability into a single end-to-end framework for building and analyzing LLM-based conversational agents. Built…

Dialog systems need to understand dynamic visual scenes in order to have conversations with users about the objects and events around them. Scene-aware dialog systems for real-world applications could be developed by integrating…

Recent advances in conversational AI have been substantial, but developing real-time systems for perceptual task guidance remains challenging. These systems must provide interactive, proactive assistance based on streaming visual inputs,…

Task-oriented dialogue (TOD) systems are required to identify key information from conversations for the completion of given tasks. Such information is conventionally specified in terms of intents and slots contained in task-specific…

计算与语言 · 计算机科学 2022-01-25 Jeffrey Zhao , Raghav Gupta , Yuan Cao , Dian Yu , Mingqiu Wang , Harrison Lee , Abhinav Rastogi , Izhak Shafran , Yonghui Wu

Conversational user queries are increasingly challenging traditional e-commerce platforms, whose search systems are typically optimized for keyword-based queries. We present an LLM-based semantic search framework that effectively captures…

信息检索 · 计算机科学 2026-01-26 Emad Siddiqui , Venkatesh Terikuti , Xuan Lu

We develop a high-quality multi-turn dialog dataset, DailyDialog, which is intriguing in several aspects. The language is human-written and less noisy. The dialogues in the dataset reflect our daily communication way and cover various…

计算与语言 · 计算机科学 2017-10-12 Yanran Li , Hui Su , Xiaoyu Shen , Wenjie Li , Ziqiang Cao , Shuzi Niu

Semantic caching significantly reduces computational costs and improves efficiency by storing and reusing large language model (LLM) responses. However, existing systems rely primarily on matching individual queries, lacking awareness of…

计算与语言 · 计算机科学 2025-07-16 Jianxin Yan , Wangze Ni , Lei Chen , Xuemin Lin , Peng Cheng , Zhan Qin , Kui Ren

With the advent of conversational assistants, like Amazon Alexa, Google Now, etc., dialogue systems are gaining a lot of traction, especially in industrial setting. These systems typically consist of Spoken Language understanding component…

计算与语言 · 计算机科学 2019-07-19 Arshit Gupta , John Hewitt , Katrin Kirchhoff

We introduce DualMap, an online open-vocabulary mapping system that enables robots to understand and navigate dynamically changing environments through natural language queries. Designed for efficient semantic mapping and adaptability to…

机器人学 · 计算机科学 2025-12-16 Jiajun Jiang , Yiming Zhu , Zirui Wu , Jie Song
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