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Collecting human-chatbot dialogues typically demands substantial manual effort and is time-consuming, which limits and poses challenges for research on conversational AI. In this work, we propose DialogueForge - a framework for generating…

计算与语言 · 计算机科学 2025-07-22 Ruizhe Zhu , Hao Zhu , Yaxuan Li , Syang Zhou , Shijing Cai , Malgorzata Lazuka , Elliott Ash

In this paper, we present HuatuoGPT, a large language model (LLM) for medical consultation. The core recipe of HuatuoGPT is to leverage both \textit{distilled data from ChatGPT} and \textit{real-world data from doctors} in the supervised…

Building open-domain chatbots is a challenging area for machine learning research. While prior work has shown that scaling neural models in the number of parameters and the size of the data they are trained on gives improved results, we…

Automatic translation of dialogue texts is a much needed demand in many real life scenarios. However, the currently existing neural machine translation delivers unsatisfying results. In this paper, we conduct a deep analysis of a dialogue…

计算与语言 · 计算机科学 2021-04-22 Tao Wang , Chengqi Zhao , Mingxuan Wang , Lei Li , Deyi Xiong

Large Language Models (LLMs), such as ChatGPT, exhibit advanced capabilities in generating text, images, and videos. However, their effective use remains constrained by challenges in prompt formulation, personalization, and opaque…

人机交互 · 计算机科学 2025-03-04 Si Thu , A. Baki Kocaballi

Instruction tuning is an emergent paradigm in NLP wherein natural language instructions are leveraged with language models to induce zero-shot performance on unseen tasks. Instructions have been shown to enable good performance on unseen…

计算与语言 · 计算机科学 2022-10-27 Prakhar Gupta , Cathy Jiao , Yi-Ting Yeh , Shikib Mehri , Maxine Eskenazi , Jeffrey P. Bigham

We introduce GODEL (Grounded Open Dialogue Language Model), a large pre-trained language model for dialog. In contrast with earlier models such as DialoGPT, GODEL leverages a new phase of grounded pre-training designed to better support…

计算与语言 · 计算机科学 2022-06-24 Baolin Peng , Michel Galley , Pengcheng He , Chris Brockett , Lars Liden , Elnaz Nouri , Zhou Yu , Bill Dolan , Jianfeng Gao

This paper describes our submission for the End-to-end Multi-domain Task Completion Dialog shared task at the 9th Dialog System Technology Challenge (DSTC-9). Participants in the shared task build an end-to-end task completion dialog system…

计算与语言 · 计算机科学 2021-02-10 Boliang Zhang , Ying Lyu , Ning Ding , Tianhao Shen , Zhaoyang Jia , Kun Han , Kevin Knight

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…

This paper reports on progress towards building an online language learning tool to provide learners with conversational experience by using dialog systems as conversation practice partners. Our system can adapt to users' language…

计算与语言 · 计算机科学 2022-08-02 Yu Li , Chun-Yen Chen , Dian Yu , Sam Davidson , Ryan Hou , Xun Yuan , Yinghua Tan , Derek Pham , Zhou Yu

Generative large language models (LLMs) have shown great success in various applications, including question-answering (QA) and dialogue systems. However, in specialized domains like traditional Chinese medical QA, these models may perform…

计算与语言 · 计算机科学 2023-09-06 Yang Tan , Mingchen Li , Zijie Huang , Huiqun Yu , Guisheng Fan

Building open-domain conversational systems (or chatbots) that produce convincing responses is a recognized challenge. Recent state-of-the-art (SoTA) transformer-based models for the generation of natural language dialogue have demonstrated…

This paper addresses user-specific dialogs. In contrast to previous research on personalized dialogue focused on achieving virtual user dialogue as defined by persona descriptions, user-specific dialogue aims to reproduce real-user dialogue…

计算与语言 · 计算机科学 2024-09-04 Atsushi Otsuka , Kazuya Matsuo , Ryo Ishii , Narichika Nomoto , Hiroaki Sugiyama

LLM-driven dialog systems are used in a diverse set of applications, ranging from healthcare to customer service. However, given their generalization capability, it is difficult to ensure that these chatbots stay within the boundaries of…

计算与语言 · 计算机科学 2024-08-06 Stuti Agrawal , Nishi Uppuluri , Pranav Pillai , Revanth Gangi Reddy , Zoey Li , Gokhan Tur , Dilek Hakkani-Tur , Heng Ji

The primary aim of this research was to address the limitations observed in the medical knowledge of prevalent large language models (LLMs) such as ChatGPT, by creating a specialized language model with enhanced accuracy in medical advice.…

计算与语言 · 计算机科学 2023-06-27 Yunxiang Li , Zihan Li , Kai Zhang , Ruilong Dan , Steve Jiang , You Zhang

Personalized dialogue systems have gained significant attention in recent years for their ability to generate responses in alignment with different personas. However, most existing approaches rely on pre-defined personal profiles, which are…

计算与语言 · 计算机科学 2024-10-15 Chuanqi Cheng , Quan Tu , Shuo Shang , Cunli Mao , Zhengtao Yu , Wei Wu , Rui Yan

Recent advances in open-domain dialogue systems rely on the success of neural models that are trained on large-scale data. However, collecting large-scale dialogue data is usually time-consuming and labor-intensive. To address this data…

计算与语言 · 计算机科学 2020-11-11 Rongsheng Zhang , Yinhe Zheng , Jianzhi Shao , Xiaoxi Mao , Yadong Xi , Minlie Huang

The number of robots deployed in our daily surroundings is ever-increasing. Even in the industrial set-up, the use of coworker robots is increasing rapidly. These cohabitant robots perform various tasks as instructed by co-located human…

机器人学 · 计算机科学 2020-09-01 Pradip Pramanick , Chayan Sarkar , Indrajit Bhattacharya

Large-scale language models (LLMs), such as ChatGPT, are becoming increasingly sophisticated and exhibit human-like capabilities, playing an essential role in assisting humans in a variety of everyday tasks. An important application of AI…

计算机与社会 · 计算机科学 2023-12-07 Yugen Sato , Taisei Nakajima , Tatsuki Kawamoto , Tomohiro Takagi

Domain adaptation is an essential task in dialog system building because there are so many new dialog tasks created for different needs every day. Collecting and annotating training data for these new tasks is costly since it involves real…

计算与语言 · 计算机科学 2019-08-20 Kun Qian , Zhou Yu