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We propose EnDex, the first human-reaction based model to evaluate dialogue engagingness. EnDex is trained on 80k Reddit-based Engagement Dataset (RED) curated using a novel distant-supervision framework. Engagingness is a key measure that…

Computation and Language · Computer Science 2022-10-25 Guangxuan Xu , Ruibo Liu , Fabrice Harel-Canada , Nischal Reddy Chandra , Nanyun Peng

Evaluating the quality of open-domain chatbots has become increasingly reliant on LLMs acting as automatic judges. However, existing meta-evaluation benchmarks are static, outdated, and lacking in multilingual coverage, limiting their…

Computation and Language · Computer Science 2026-01-23 John Mendonça , Alon Lavie , Isabel Trancoso

We argue that enabling human-AI dialogue, purposed to support joint reasoning (i.e., 'inquiry'), is important for ensuring that AI decision making is aligned with human values and preferences. In particular, we point to logic-based models…

Artificial Intelligence · Computer Science 2024-05-29 Elfia Bezou-Vrakatseli , Oana Cocarascu , Sanjay Modgil

Much of human dialogue occurs in semi-cooperative settings, where agents with different goals attempt to agree on common decisions. Negotiations require complex communication and reasoning skills, but success is easy to measure, making this…

Artificial Intelligence · Computer Science 2017-06-19 Mike Lewis , Denis Yarats , Yann N. Dauphin , Devi Parikh , Dhruv Batra

Existing open-domain dialogue generation models are usually trained to mimic the gold response in the training set using cross-entropy loss on the vocabulary. However, a good response does not need to resemble the gold response, since there…

Computation and Language · Computer Science 2020-10-06 Wei-Jen Ko , Avik Ray , Yilin Shen , Hongxia Jin

Accurate prediction of suitable discourse connectives (however, furthermore, etc.) is a key component of any system aimed at building coherent and fluent discourses from shorter sentences and passages. As an example, a dialog system might…

Computation and Language · Computer Science 2018-02-02 Eric Malmi , Daniele Pighin , Sebastian Krause , Mikhail Kozhevnikov

Spoken dialogue systems allow humans to interact with machines using natural speech. As such, they have many benefits. By using speech as the primary communication medium, a computer interface can facilitate swift, human-like acquisition of…

Computation and Language · Computer Science 2016-09-12 Milica Gasic , Nikola Mrksic , Lina M. Rojas-Barahona , Pei-Hao Su , Stefan Ultes , David Vandyke , Tsung-Hsien Wen , Steve Young

There is a growing interest in developing goal-oriented dialog systems which serve users in accomplishing complex tasks through multi-turn conversations. Although many methods are devised to evaluate and improve the performance of…

Computation and Language · Computer Science 2020-05-18 Ryuichi Takanobu , Qi Zhu , Jinchao Li , Baolin Peng , Jianfeng Gao , Minlie Huang

The addressee estimation (understanding to whom somebody is talking) is a fundamental task for human activity recognition in multi-party conversation scenarios. Specifically, in the field of human-robot interaction, it becomes even more…

Artificial Intelligence · Computer Science 2025-02-03 Iveta Bečková , Štefan Pócoš , Giulia Belgiovine , Marco Matarese , Omar Eldardeer , Alessandra Sciutti , Carlo Mazzola

Some robots can interact with humans using natural language, and identify service requests through human-robot dialog. However, few robots are able to improve their language capabilities from this experience. In this paper, we develop a…

Robotics · Computer Science 2019-11-14 Saeid Amiri , Sujay Bajracharya , Cihangir Goktolga , Jesse Thomason , Shiqi Zhang

The growing number of generative AI-based dialogue systems has made their evaluation a crucial challenge. This paper presents our contribution to this important problem through the Dialogue System Technology Challenge (DSTC-12, Track 1),…

The overall objective of 'social' dialogue systems is to support engaging, entertaining, and lengthy conversations on a wide variety of topics, including social chit-chat. Apart from raw dialogue data, user-provided ratings are the most…

Computation and Language · Computer Science 2018-11-05 Igor Shalyminov , Ondřej Dušek , Oliver Lemon

A Dialogue System is a system which interacts with human in natural language. At present many universities are developing the dialogue system in their regional language. This paper will discuss about dialogue system, its components,…

Computation and Language · Computer Science 2013-06-19 Suket Arora , Kamaljeet Batra , Sarabjit Singh

Autoregressive models used to generate responses in open-domain dialogue systems often struggle to take long-term context into account and to maintain consistency over a dialogue. Previous research in open-domain dialogue generation has…

Computation and Language · Computer Science 2023-04-18 Mehrdad Farahani , Richard Johansson

The study illustrates a first step towards an ongoing work aimed at developing a dataset of dialogues potentially useful for customer service conversation management between humans and AI chatbots. The approach exploits ChatGPT 3.5 to…

Human-Computer Interaction · Computer Science 2025-01-03 Alfredo Cuzzocrea , Giovanni Pilato , Pablo Garcia Bringas

Recent studies showed that the dialogs between app developers and app users on app stores are important to increase user satisfaction and app's overall ratings. However, the large volume of reviews and the limitation of resources discourage…

Software Engineering · Computer Science 2019-08-29 Phong Minh Vu , Tam The Nguyen , Tung Thanh Nguyen

In this paper, we describe a set of metrics for the evaluation of different dialogue management strategies in an implemented real-time spoken language system. The set of metrics we propose offers useful insights in evaluating how particular…

cmp-lg · Computer Science 2008-02-03 Morena Danieli , Elisabetta Gerbino

Fully data driven Chatbots for non-goal oriented dialogues are known to suffer from inconsistent behaviour across their turns, stemming from a general difficulty in controlling parameters like their assumed background personality and…

Computation and Language · Computer Science 2020-03-31 Fabian Galetzka , Chukwuemeka U. Eneh , David Schlangen

Recently emerged intelligent assistants on smartphones and home electronics (e.g., Siri and Alexa) can be seen as novel hybrids of domain-specific task-oriented spoken dialogue systems and open-domain non-task-oriented ones. To realize such…

Computation and Language · Computer Science 2018-07-25 Satoshi Akasaki , Nobuhiro Kaji

Despite many recent advances for the design of dialogue systems, a true bottleneck remains the acquisition of data required to train its components. Unlike many other language processing applications, dialogue systems require interactions…

Computation and Language · Computer Science 2018-10-03 Matthieu Riou , Bassam Jabaian , Stéphane Huet , Fabrice Lefèvre
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