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In this report, we present HyperCLOVA X 32B Think, a vision-language model designed with particular emphasis on reasoning within the Korean linguistic and cultural context, as well as agentic ability. HyperCLOVA X 32B Think is pre-trained…

Computer Vision and Pattern Recognition · Computer Science 2026-01-08 NAVER Cloud HyperCLOVA X Team

Service robots need to show appropriate social behaviour in order to be deployed in social environments such as healthcare, education, retail, etc. Some of the main capabilities that robots should have are navigation and conversational…

Robotics · Computer Science 2018-11-15 Chandrakant Bothe , Fernando Garcia , Arturo Cruz Maya , Amit Kumar Pandey , Stefan Wermter

How can we better understand the mechanisms behind multi-turn information seeking dialogues? How can we use these insights to design a dialogue system that does not require explicit query formulation upfront as in question answering? To…

Information Retrieval · Computer Science 2020-12-08 Svitlana Vakulenko , Vadim Savenkov , Maarten de Rijke

Despite end-to-end neural systems making significant progress in the last decade for task-oriented as well as chit-chat based dialogue systems, most dialogue systems rely on hybrid approaches which use a combination of rule-based, retrieval…

Computation and Language · Computer Science 2021-05-07 Ashish Shrivastava , Kaustubh Dhole , Abhinav Bhatt , Sharvani Raghunath

In this paper we introduce a novel, open domain socialbot for the Amazon Alexa Prize competition, aimed at carrying on friendly conversations with users on a variety of topics. We present our modular system, highlighting our different data…

Computation and Language · Computer Science 2018-01-08 Kevin K. Bowden , Jiaqi Wu , Shereen Oraby , Amita Misra , Marilyn Walker

With the increasing research interest in dialogue response generation, there is an emerging branch formulating this task as selecting next sentences, where given the partial dialogue contexts, the goal is to determine the most probable next…

Computation and Language · Computer Science 2019-03-22 Ting-Rui Chiang , Chao-Wei Huang , Shang-Yu Su , Yun-Nung Chen

Interactive robot learning is a challenging problem as the robot is present with human users who expect the robot to learn novel skills to solve novel tasks perpetually with sample efficiency. In this work we present a framework for robots…

Robotics · Computer Science 2026-03-31 Weiwei Gu , Suresh Kondepudi , Anmol Gupta , Lixiao Huang , Nakul Gopalan

To build an open-domain multi-turn conversation system is one of the most interesting and challenging tasks in Artificial Intelligence. Many research efforts have been dedicated to building such dialogue systems, yet few shed light on…

Computation and Language · Computer Science 2018-11-20 Lili Yao , Ruijian Xu , Chao Li , Dongyan Zhao , Rui Yan

We present MILABOT: a deep reinforcement learning chatbot developed by the Montreal Institute for Learning Algorithms (MILA) for the Amazon Alexa Prize competition. MILABOT is capable of conversing with humans on popular small talk topics…

Task-oriented conversational modeling with unstructured knowledge access, as track 1 of the 9th Dialogue System Technology Challenges (DSTC 9), requests to build a system to generate response given dialogue history and knowledge access.…

Computation and Language · Computer Science 2020-12-23 Chao-Hong Tan , Xiaoyu Yang , Zi'ou Zheng , Tianda Li , Yufei Feng , Jia-Chen Gu , Quan Liu , Dan Liu , Zhen-Hua Ling , Xiaodan Zhu

Open-domain social dialogue is one of the long-standing goals of Artificial Intelligence. This year, the Amazon Alexa Prize challenge was announced for the first time, where real customers get to rate systems developed by leading…

Computation and Language · Computer Science 2017-12-21 Ioannis Papaioannou , Amanda Cercas Curry , Jose L. Part , Igor Shalyminov , Xinnuo Xu , Yanchao Yu , Ondřej Dušek , Verena Rieser , Oliver Lemon

Dialog response ranking is used to rank response candidates by considering their relation to the dialog history. Although researchers have addressed this concept for open-domain dialogs, little attention has been focused on task-oriented…

Computation and Language · Computer Science 2018-11-29 Junki Ohmura , Maxine Eskenazi

Modern robotics applications that involve human-robot interaction require robots to be able to communicate with humans seamlessly and effectively. Natural language provides a flexible and efficient medium through which robots can exchange…

Robotics · Computer Science 2016-10-12 Andrea F. Daniele , Mohit Bansal , Matthew R. Walter

Robot systems capable of executing tasks based on language instructions have been actively researched. It is challenging to convey uncertain information that can only be determined on-site with a single language instruction to the robot. In…

Robotics · Computer Science 2024-11-18 Yoshiki Obinata , Haoyu Jia , Kento Kawaharazuka , Naoaki Kanazawa , Kei Okada

We introduce HyperCLOVA X, a family of large language models (LLMs) tailored to the Korean language and culture, along with competitive capabilities in English, math, and coding. HyperCLOVA X was trained on a balanced mix of Korean,…

Computation and Language · Computer Science 2024-04-16 Kang Min Yoo , Jaegeun Han , Sookyo In , Heewon Jeon , Jisu Jeong , Jaewook Kang , Hyunwook Kim , Kyung-Min Kim , Munhyong Kim , Sungju Kim , Donghyun Kwak , Hanock Kwak , Se Jung Kwon , Bado Lee , Dongsoo Lee , Gichang Lee , Jooho Lee , Baeseong Park , Seongjin Shin , Joonsang Yu , Seolki Baek , Sumin Byeon , Eungsup Cho , Dooseok Choe , Jeesung Han , Youngkyun Jin , Hyein Jun , Jaeseung Jung , Chanwoong Kim , Jinhong Kim , Jinuk Kim , Dokyeong Lee , Dongwook Park , Jeong Min Sohn , Sujung Han , Jiae Heo , Sungju Hong , Mina Jeon , Hyunhoon Jung , Jungeun Jung , Wangkyo Jung , Chungjoon Kim , Hyeri Kim , Jonghyun Kim , Min Young Kim , Soeun Lee , Joonhee Park , Jieun Shin , Sojin Yang , Jungsoon Yoon , Hwaran Lee , Sanghwan Bae , Jeehwan Cha , Karl Gylleus , Donghoon Ham , Mihak Hong , Youngki Hong , Yunki Hong , Dahyun Jang , Hyojun Jeon , Yujin Jeon , Yeji Jeong , Myunggeun Ji , Yeguk Jin , Chansong Jo , Shinyoung Joo , Seunghwan Jung , Adrian Jungmyung Kim , Byoung Hoon Kim , Hyomin Kim , Jungwhan Kim , Minkyoung Kim , Minseung Kim , Sungdong Kim , Yonghee Kim , Youngjun Kim , Youngkwan Kim , Donghyeon Ko , Dughyun Lee , Ha Young Lee , Jaehong Lee , Jieun Lee , Jonghyun Lee , Jongjin Lee , Min Young Lee , Yehbin Lee , Taehong Min , Yuri Min , Kiyoon Moon , Hyangnam Oh , Jaesun Park , Kyuyon Park , Younghun Park , Hanbae Seo , Seunghyun Seo , Mihyun Sim , Gyubin Son , Matt Yeo , Kyung Hoon Yeom , Wonjoon Yoo , Myungin You , Doheon Ahn , Homin Ahn , Joohee Ahn , Seongmin Ahn , Chanwoo An , Hyeryun An , Junho An , Sang-Min An , Boram Byun , Eunbin Byun , Jongho Cha , Minji Chang , Seunggyu Chang , Haesong Cho , Youngdo Cho , Dalnim Choi , Daseul Choi , Hyoseok Choi , Minseong Choi , Sangho Choi , Seongjae Choi , Wooyong Choi , Sewhan Chun , Dong Young Go , Chiheon Ham , Danbi Han , Jaemin Han , Moonyoung Hong , Sung Bum Hong , Dong-Hyun Hwang , Seongchan Hwang , Jinbae Im , Hyuk Jin Jang , Jaehyung Jang , Jaeni Jang , Sihyeon Jang , Sungwon Jang , Joonha Jeon , Daun Jeong , Joonhyun Jeong , Kyeongseok Jeong , Mini Jeong , Sol Jin , Hanbyeol Jo , Hanju Jo , Minjung Jo , Chaeyoon Jung , Hyungsik Jung , Jaeuk Jung , Ju Hwan Jung , Kwangsun Jung , Seungjae Jung , Soonwon Ka , Donghan Kang , Soyoung Kang , Taeho Kil , Areum Kim , Beomyoung Kim , Byeongwook Kim , Daehee Kim , Dong-Gyun Kim , Donggook Kim , Donghyun Kim , Euna Kim , Eunchul Kim , Geewook Kim , Gyu Ri Kim , Hanbyul Kim , Heesu Kim , Isaac Kim , Jeonghoon Kim , Jihye Kim , Joonghoon Kim , Minjae Kim , Minsub Kim , Pil Hwan Kim , Sammy Kim , Seokhun Kim , Seonghyeon Kim , Soojin Kim , Soong Kim , Soyoon Kim , Sunyoung Kim , Taeho Kim , Wonho Kim , Yoonsik Kim , You Jin Kim , Yuri Kim , Beomseok Kwon , Ohsung Kwon , Yoo-Hwan Kwon , Anna Lee , Byungwook Lee , Changho Lee , Daun Lee , Dongjae Lee , Ha-Ram Lee , Hodong Lee , Hwiyeong Lee , Hyunmi Lee , Injae Lee , Jaeung Lee , Jeongsang Lee , Jisoo Lee , Jongsoo Lee , Joongjae Lee , Juhan Lee , Jung Hyun Lee , Junghoon Lee , Junwoo Lee , Se Yun Lee , Sujin Lee , Sungjae Lee , Sungwoo Lee , Wonjae Lee , Zoo Hyun Lee , Jong Kun Lim , Kun Lim , Taemin Lim , Nuri Na , Jeongyeon Nam , Kyeong-Min Nam , Yeonseog Noh , Biro Oh , Jung-Sik Oh , Solgil Oh , Yeontaek Oh , Boyoun Park , Cheonbok Park , Dongju Park , Hyeonjin Park , Hyun Tae Park , Hyunjung Park , Jihye Park , Jooseok Park , Junghwan Park , Jungsoo Park , Miru Park , Sang Hee Park , Seunghyun Park , Soyoung Park , Taerim Park , Wonkyeong Park , Hyunjoon Ryu , Jeonghun Ryu , Nahyeon Ryu , Soonshin Seo , Suk Min Seo , Yoonjeong Shim , Kyuyong Shin , Wonkwang Shin , Hyun Sim , Woongseob Sim , Hyejin Soh , Bokyong Son , Hyunjun Son , Seulah Son , Chi-Yun Song , Chiyoung Song , Ka Yeon Song , Minchul Song , Seungmin Song , Jisung Wang , Yonggoo Yeo , Myeong Yeon Yi , Moon Bin Yim , Taehwan Yoo , Youngjoon Yoo , Sungmin Yoon , Young Jin Yoon , Hangyeol Yu , Ui Seon Yu , Xingdong Zuo , Jeongin Bae , Joungeun Bae , Hyunsoo Cho , Seonghyun Cho , Yongjin Cho , Taekyoon Choi , Yera Choi , Jiwan Chung , Zhenghui Han , Byeongho Heo , Euisuk Hong , Taebaek Hwang , Seonyeol Im , Sumin Jegal , Sumin Jeon , Yelim Jeong , Yonghyun Jeong , Can Jiang , Juyong Jiang , Jiho Jin , Ara Jo , Younghyun Jo , Hoyoun Jung , Juyoung Jung , Seunghyeong Kang , Dae Hee Kim , Ginam Kim , Hangyeol Kim , Heeseung Kim , Hyojin Kim , Hyojun Kim , Hyun-Ah Kim , Jeehye Kim , Jin-Hwa Kim , Jiseon Kim , Jonghak Kim , Jung Yoon Kim , Rak Yeong Kim , Seongjin Kim , Seoyoon Kim , Sewon Kim , Sooyoung Kim , Sukyoung Kim , Taeyong Kim , Naeun Ko , Bonseung Koo , Heeyoung Kwak , Haena Kwon , Youngjin Kwon , Boram Lee , Bruce W. Lee , Dagyeong Lee , Erin Lee , Euijin Lee , Ha Gyeong Lee , Hyojin Lee , Hyunjeong Lee , Jeeyoon Lee , Jeonghyun Lee , Jongheok Lee , Joonhyung Lee , Junhyuk Lee , Mingu Lee , Nayeon Lee , Sangkyu Lee , Se Young Lee , Seulgi Lee , Seung Jin Lee , Suhyeon Lee , Yeonjae Lee , Yesol Lee , Youngbeom Lee , Yujin Lee , Shaodong Li , Tianyu Liu , Seong-Eun Moon , Taehong Moon , Max-Lasse Nihlenramstroem , Wonseok Oh , Yuri Oh , Hongbeen Park , Hyekyung Park , Jaeho Park , Nohil Park , Sangjin Park , Jiwon Ryu , Miru Ryu , Simo Ryu , Ahreum Seo , Hee Seo , Kangdeok Seo , Jamin Shin , Seungyoun Shin , Heetae Sin , Jiangping Wang , Lei Wang , Ning Xiang , Longxiang Xiao , Jing Xu , Seonyeong Yi , Haanju Yoo , Haneul Yoo , Hwanhee Yoo , Liang Yu , Youngjae Yu , Weijie Yuan , Bo Zeng , Qian Zhou , Kyunghyun Cho , Jung-Woo Ha , Joonsuk Park , Jihyun Hwang , Hyoung Jo Kwon , Soonyong Kwon , Jungyeon Lee , Seungho Lee , Seonghyeon Lim , Hyunkyung Noh , Seungho Choi , Sang-Woo Lee , Jung Hwa Lim , Nako Sung

This paper analyses language modeling in spoken dialogue systems for accessing a database. The use of several language models obtained by exploiting dialogue predictions gives better results than the use of a single model for the whole…

cmp-lg · Computer Science 2008-02-03 Cosmin Popovici , Paolo Baggia

Large Language Models (LLMs) are gaining popularity in the field of robotics. However, LLM-based robots are limited to simple, repetitive motions due to the poor integration between language models, robots, and the environment. This paper…

Recently advancements in deep learning allowed the development of end-to-end trained goal-oriented dialog systems. Although these systems already achieve good performance, some simplifications limit their usage in real-life scenarios. In…

Computation and Language · Computer Science 2018-03-16 Stefan Constantin , Jan Niehues , Alex Waibel

Most research on dialogue has focused either on dialogue generation for openended chit chat or on state tracking for goal-directed dialogue. In this work, we explore a hybrid approach to goal-oriented dialogue generation that combines…

Computation and Language · Computer Science 2019-10-01 Ana Valeria Gonzalez , Isabelle Augenstein , Anders Søgaard

This article presents the design and the implementation of a cloud system for knowledge-based autonomous interaction devised for Social Robots and other conversational agents. The system is particularly convenient for low-cost robots and…

Robotics · Computer Science 2023-03-17 Lucrezia Grassi , Carmine Tommaso Recchiuto , Antonio Sgorbissa
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