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The Dialog State Tracking Challenge Series: A Review

https://doi.org/10.5087/dad.2016.301

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1006/csla.2000.0152openalex-snapshot

Finding consensus in speech recognition: word error minimization and other applications of confusion networks

inferredcites →https://doi.org/10.1007/978-3-319-21834-2_9openalex-snapshot

Detecting ‘Request Alternatives’ User Dialog Acts from Dialog Context

inferredcites →https://doi.org/10.1007/978-3-7091-2490-1_20openalex-snapshot

A Computational Architecture for Conversation

inferredcites →https://doi.org/10.1007/978-981-10-2585-3_36openalex-snapshot

The Fourth Dialog State Tracking Challenge

inferredcites →https://doi.org/10.1016/j.csl.2006.06.008openalex-snapshot

Partially observable Markov decision processes for spoken dialog systems

inferredcites →https://doi.org/10.1016/j.csl.2009.04.001openalex-snapshot

The Hidden Information State model: A practical framework for POMDP-based spoken dialogue management

inferredcites →https://doi.org/10.1016/j.csl.2009.07.003openalex-snapshot

Bayesian update of dialogue state: A POMDP framework for spoken dialogue systems

inferredcites →https://doi.org/10.1017/s1351324900002539openalex-snapshot

Information state and dialogue management in the TRINDI dialogue move engine toolkit

inferredcites →https://doi.org/10.1017/s1351324908005032openalex-snapshot

A tractable hybrid DDN–POMDP approach to affective dialogue modeling for probabilistic frame-based dialogue systems

inferredcites →https://doi.org/10.1109/89.817460openalex-snapshot

JUPlTER: a telephone-based conversational interface for weather information

inferredcites →https://doi.org/10.1109/asru.2007.4430163openalex-snapshot

Using particle filters to track dialogue state

inferredcites →https://doi.org/10.1109/asru.2015.7404864openalex-snapshot

Incremental LSTM-based dialog state tracker

inferredcites →https://doi.org/10.1109/icassp.2007.367185openalex-snapshot

The Hidden Information State Approach to Dialog Management

inferredcites →https://doi.org/10.1109/icassp.2010.5494939openalex-snapshot

Incremental partition recombination for efficient tracking of multiple dialog states

inferredcites →https://doi.org/10.1109/icassp.2015.7178987openalex-snapshot

Online adaptative zero-shot learning spoken language understanding using word-embedding

inferredcites →https://doi.org/10.1109/jproc.2012.2225812openalex-snapshot

POMDP-Based Statistical Spoken Dialog Systems: A Review

inferredcites →https://doi.org/10.1109/jstsp.2012.2229691openalex-snapshot

Challenges and Opportunities for State Tracking in Statistical Spoken Dialog Systems: Results From Two Public Deployments

inferredcites →https://doi.org/10.1109/slt.2010.5700863openalex-snapshot

Parameter learning for POMDP spoken dialogue models

inferredcites →https://doi.org/10.1109/slt.2010.5700894openalex-snapshot

Spoken Dialog Challenge 2010

inferredcites →https://doi.org/10.1109/slt.2014.7078594openalex-snapshot

A discriminative sequence model for dialog state tracking using user goal change detection

inferredcites →https://doi.org/10.1109/slt.2014.7078595openalex-snapshot

The third Dialog State Tracking Challenge

inferredcites →https://doi.org/10.1109/slt.2014.7078596openalex-snapshot

A generalized rule based tracker for dialogue state tracking

inferredcites →https://doi.org/10.1109/slt.2014.7078598openalex-snapshot

Markovian discriminative modeling for cross-domain dialog state tracking

inferredcites →https://doi.org/10.1109/slt.2014.7078599openalex-snapshot

Knowledge-based Dialog State Tracking

inferredcites →https://doi.org/10.1109/slt.2014.7078600openalex-snapshot

The use of discriminative belief tracking in POMDP-based dialogue systems

inferredcites →https://doi.org/10.1109/slt.2014.7078601openalex-snapshot

Robust dialog state tracking using delexicalised recurrent neural networks and unsupervised adaptation

inferredcites →https://doi.org/10.1109/tsa.2003.814380openalex-snapshot

The use of belief networks for mixed-initiative dialog modeling

inferredcites →https://doi.org/10.1145/1035112.1035113openalex-snapshot

Evaluating discourse understanding in spoken dialogue systems

inferredcites →https://doi.org/10.1145/1966407.1966409openalex-snapshot

Effective handling of dialogue state in the hidden information state POMDP-based dialogue manager

inferredcites →https://doi.org/10.1145/1966407.1966411openalex-snapshot

Natural actor and belief critic

inferredcites →https://doi.org/10.1184/r1/6587174openalex-snapshot

A “K Hypotheses + Other” Belief Updating Model

inferredcites →https://doi.org/10.13140/2.1.1213.1522openalex-snapshot

A Simple and Generic Belief Tracking Mechanism for the Dialog State Tracking Challenge: On the believability of observed information

inferredcites →https://doi.org/10.18653/v1/w14-4337openalex-snapshot

The Second Dialog State Tracking Challenge

inferredcites →https://doi.org/10.18653/v1/w14-4338openalex-snapshot

Optimizing Generative Dialog State Tracker via Cascading Gradient Descent

inferredcites →https://doi.org/10.18653/v1/w14-4339openalex-snapshot

Web-style ranking and SLU combination for dialog state tracking

inferredcites →https://doi.org/10.18653/v1/w14-4340openalex-snapshot

Word-Based Dialog State Tracking with Recurrent Neural Networks

inferredcites →https://doi.org/10.18653/v1/w14-4341openalex-snapshot

Comparative Error Analysis of Dialog State Tracking

inferredcites →https://doi.org/10.18653/v1/w14-4342openalex-snapshot

Extrinsic Evaluation of Dialog State Tracking and Predictive Metrics for Dialog Policy Optimization

inferredcites →https://doi.org/10.18653/v1/w14-4344openalex-snapshot

Markovian Discriminative Modeling for Dialog State Tracking

inferredcites →https://doi.org/10.18653/v1/w14-4345openalex-snapshot

Sequential Labeling for Tracking Dynamic Dialog States

inferredcites →https://doi.org/10.18653/v1/w15-4640openalex-snapshot

The Ubuntu Dialogue Corpus: A Large Dataset for Research in Unstructured Multi-Turn Dialogue Systems

inferredcites →https://doi.org/10.21437/eurospeech.2001-511openalex-snapshot

Spoken dialogue management as planning and acting under uncertainty

inferredcites →https://doi.org/10.21437/eurospeech.2003-255openalex-snapshot

Ravenclaw: dialog management using hierarchical task decomposition and an expectation agenda

inferredcites →https://doi.org/10.21437/eurospeech.2003-285openalex-snapshot

Evaluating discourse understanding in spoken dialogue systems

inferredcites →https://doi.org/10.21437/interspeech.2008-61openalex-snapshot

Exploiting the ASR n-best by tracking multiple dialog state hypotheses

inferredcites →https://doi.org/10.21437/interspeech.2011-293openalex-snapshot

Efficient probabilistic tracking of user goal and dialog history for spoken dialog systems

inferredcites →https://doi.org/10.3115/1075096.1075127openalex-snapshot

Corpus-based discourse understanding in spoken dialogue systems

inferredcites →https://doi.org/10.3115/1557690.1557710openalex-snapshot

Mixture model POMDPs for efficient handling of uncertainty in dialogue management

inferredcites →https://doi.org/10.3115/1557690.1557722openalex-snapshot

Using automatically transcribed dialogs to learn user models in a spoken dialog system

inferredcites →https://doi.org/10.3115/1622064.1622088openalex-snapshot

A frame-based probabilistic framework for spoken dialog management using dialog examples

inferredcites →https://doi.org/10.3115/1708376.1708409openalex-snapshot

Models for multiparty engagement in open-world dialog

inferredcites →https://doi.org/10.3115/v1/w14-4343openalex-snapshot

The SJTU System for Dialog State Tracking Challenge 2

inferredcites →https://doi.org/10.48550/arxiv.1301.3883openalex-snapshot

Conversation as Action Under Uncertainty

inferredcites →https://doi.org/10.48550/arxiv.1301.7382openalex-snapshot

Inferring Informational Goals from Free-Text Queries: A Bayesian Approach

inferredcites →https://doi.org/10.48550/arxiv.1507.06837openalex-snapshot

YARBUS : Yet Another Rule Based belief Update System

inferredcites →https://doi.org/10.7282/t35h7gmbopenalex-snapshot

Contribution tracking: participating in task-oriented dialogue under uncertainty

inferredcites →https://doi.org/10.7551/mitpress/3839.003.0014openalex-snapshot

Rational Interaction as the Basis for Communication

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Discourse and Dialogue

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A critical review of state‐of‐the‐art chatbot designs and applications

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Semantics and Content-Based Recommendations

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QRFA: A Data-Driven Model of Information-Seeking Dialogues

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The Artificial Facilitator: Guiding Participants in Developing Causal Maps Using Voice-Activated Technologies

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F-Measure Optimisation and Label Regularisation for Energy-Based Neural Dialogue State Tracking Models

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A Tree-Based Approach for Building Efficient Task-Oriented Dialogue Systems

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Deep Learning in Spoken and Text-Based Dialog Systems

inferred← citeshttps://doi.org/10.1007/978-981-15-8395-7_9openalex-snapshot

Dialog State Tracking with Incorporation of Target Values in Attention Models

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Managing Multi-task Dialogs by Means of a Statistical Dialog Management Technique

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Dialogue Management as Graph Transformations

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Enhancing Depression-Diagnosis-Oriented Chat with Psychological State Tracking

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Ask and You Shall Find: How Suggestions by a Conversational Robot Assist Children with Information Search

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Lightweight Dialog State Tracking Methods Based on RoBERTa for Resource Constrained Dialog Systems

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Deep Reinforcement Learning for On-line Dialogue State Tracking

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Hierarchical temporal slot interactions for dialogue state tracking

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Survey on evaluation methods for dialogue systems

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A survey on deep reinforcement learning for audio-based applications

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Sequential or jumping: context-adaptive response generation for open-domain dialogue systems

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MODE: a multimodal open-domain dialogue dataset with explanation

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An empirical evaluation of active learning strategies for profile elicitation in a conversational recommender system

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Cascaded deep neural network models for dialog state tracking

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Hierarchical Dialog State Tracking with Unknown Slot Values

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End-to-End latent-variable task-oriented dialogue system with exact log-likelihood optimization

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Explorations in multiparty casual social talk and its relevance for social human machine dialogue

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A Review of Plan-Based Approaches for Dialogue Management

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ConvXAI: a System for Multimodal Interaction with Any Black-box Explainer

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Global-chronological graph interactive networks for multi-domain dialogue state tracking

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Automatic Extraction of Conversation Flows from Human Dialogues: Understanding Their Impact to Refine NLP Models

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Virtual Customer Assistants in finance: From state of the art and practices to design guidelines

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Associative knowledge feature vector inferred on external knowledge base for dialog state tracking

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Prompting large language models for user simulation in task-oriented dialogue systems

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Question-answering dialogue system for emergency operations

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Multi-domain gate and interactive dual attention for multi-domain dialogue state tracking

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A data-driven approach to spoken dialog segmentation

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Inter-annotator Agreement Using the Conversation Analysis Modelling Schema, for Dialogue

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Iterative policy learning in end-to-end trainable task-oriented neural dialog models

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Speaker-sensitive dual memory networks for multi-turn slot tagging

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GUapp: A Conversational Agent for Job Recommendation for the Italian Public Administration

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Dialog State Tracking and action selection using deep learning mechanism for interview coaching

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MTOP: A Comprehensive Multilingual Task-Oriented Semantic Parsing Benchmark

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A Comparative Study on Schema-Guided Dialogue State Tracking

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Recent Neural Methods on Dialogue State Tracking for Task-Oriented Dialogue Systems: A Survey

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UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models

inferred← citeshttps://doi.org/10.18653/v1/2022.findings-acl.33openalex-snapshot

Towards Large-Scale Interpretable Knowledge Graph Reasoning for Dialogue Systems

inferred← citeshttps://doi.org/10.18653/v1/2022.findings-naacl.197openalex-snapshot

KETOD: Knowledge-Enriched Task-Oriented Dialogue

inferred← citeshttps://doi.org/10.18653/v1/2022.naacl-main.242openalex-snapshot

LUNA: Learning Slot-Turn Alignment for Dialogue State Tracking

inferred← citeshttps://doi.org/10.18653/v1/2022.nlp4convai-1.8openalex-snapshot

Human Evaluation of Conversations is an Open Problem: comparing the sensitivity of various methods for evaluating dialogue agents

inferred← citeshttps://doi.org/10.18653/v1/2022.seretod-1openalex-snapshot

Proceedings of the Towards Semi-Supervised and Reinforced Task-Oriented Dialog Systems (SereTOD)

inferred← citeshttps://doi.org/10.18653/v1/2022.seretod-1.8openalex-snapshot

State-Aware Adversarial Training for Utterance-Level Dialogue Generation

inferred← citeshttps://doi.org/10.18653/v1/2022.seretod-1.9openalex-snapshot

Information Extraction and Human-Robot Dialogue towards Real-life Tasks A Baseline Study with the MobileCS Dataset

inferred← citeshttps://doi.org/10.18653/v1/2022.sigdial-1.33openalex-snapshot

“Do you follow me?”: A Survey of Recent Approaches in Dialogue State Tracking

inferred← citeshttps://doi.org/10.18653/v1/2023.findings-acl.249openalex-snapshot

Injecting Comparison Skills in Task-Oriented Dialogue Systems for Database Search Results Disambiguation

inferred← citeshttps://doi.org/10.18653/v1/2023.sigdial-1.22openalex-snapshot

Multi-party Goal Tracking with LLMs: Comparing Pre-training, Fine-tuning, and Prompt Engineering

inferred← citeshttps://doi.org/10.18653/v1/d18-1038openalex-snapshot

XL-NBT: A Cross-lingual Neural Belief Tracking Framework

inferred← citeshttps://doi.org/10.18653/v1/d18-1255openalex-snapshot

Towards Exploiting Background Knowledge for Building Conversation Systems

inferred← citeshttps://doi.org/10.18653/v1/d18-1256openalex-snapshot

Decoupling Strategy and Generation in Negotiation Dialogues

inferred← citeshttps://doi.org/10.18653/v1/d18-1300openalex-snapshot

Semantic Parsing for Task Oriented Dialog using Hierarchical Representations

inferred← citeshttps://doi.org/10.18653/v1/d19-1010openalex-snapshot

Guided Dialog Policy Learning: Reward Estimation for Multi-Domain Task-Oriented Dialog

inferred← citeshttps://doi.org/10.18653/v1/d19-1125openalex-snapshot

Semi-Supervised Bootstrapping of Dialogue State Trackers for Task-Oriented Modelling

inferred← citeshttps://doi.org/10.18653/v1/d19-1459openalex-snapshot

Taskmaster-1: Toward a Realistic and Diverse Dialog Dataset

inferred← citeshttps://doi.org/10.18653/v1/d19-1460openalex-snapshot

Multi-Domain Goal-Oriented Dialogues (MultiDoGO): Strategies toward Curating and Annotating Large Scale Dialogue Data

inferred← citeshttps://doi.org/10.18653/v1/e17-1029openalex-snapshot

Dialog state tracking, a machine reading approach using Memory Network

inferred← citeshttps://doi.org/10.18653/v1/e17-2033openalex-snapshot

Hybrid Dialog State Tracker with ASR Features

inferred← citeshttps://doi.org/10.18653/v1/n18-1048openalex-snapshot

Post-Specialisation: Retrofitting Vectors of Words Unseen in Lexical Resources

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Deep Learning for Conversational AI

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Learning Symmetric Collaborative Dialogue Agents with Dynamic Knowledge Graph Embeddings

inferred← citeshttps://doi.org/10.18653/v1/p17-1163openalex-snapshot

Neural Belief Tracker: Data-Driven Dialogue State Tracking

inferred← citeshttps://doi.org/10.18653/v1/p18-1004openalex-snapshot

Explicit Retrofitting of Distributional Word Vectors

inferred← citeshttps://doi.org/10.18653/v1/p18-2018openalex-snapshot

Fully Statistical Neural Belief Tracking

inferred← citeshttps://doi.org/10.18653/v1/p19-1360openalex-snapshot

Semantically Conditioned Dialog Response Generation via Hierarchical Disentangled Self-Attention

inferred← citeshttps://doi.org/10.18653/v1/p19-3openalex-snapshot

Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics: System Demonstrations

inferred← citeshttps://doi.org/10.18653/v1/p19-3016openalex-snapshot

ADVISER: A Dialog System Framework for Education & Research

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Task Lineages: Dialog State Tracking for Flexible Interaction

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STREAMLInED Challenges: Aligning Research Interests with Shared Tasks

inferred← citeshttps://doi.org/10.18653/v1/w17-46openalex-snapshot

Proceedings of the Workshop on Speech-Centric Natural Language Processing

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Frames: a corpus for adding memory to goal-oriented dialogue systems

inferred← citeshttps://doi.org/10.18653/v1/w18-5022openalex-snapshot

Cost-Sensitive Active Learning for Dialogue State Tracking

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Cogent: A Generic Dialogue System Shell Based on a Collaborative Problem Solving Model

inferred← citeshttps://doi.org/10.18653/v1/w19-5908openalex-snapshot

To Combine or Not To Combine? A Rainbow Deep Reinforcement Learning Agent for Dialog Policies

inferred← citeshttps://doi.org/10.18653/v1/w19-5910openalex-snapshot

Capturing Dialogue State Variable Dependencies with an Energy-based Neural Dialogue State Tracker

inferred← citeshttps://doi.org/10.21437/interspeech.2017-1326openalex-snapshot

An End-to-End Trainable Neural Network Model with Belief Tracking for Task-Oriented Dialog

inferred← citeshttps://doi.org/10.24963/ijcai.2018/860openalex-snapshot

Extracting Latent Beliefs and using Epistemic Reasoning to Tailor a Chatbot

inferred← citeshttps://doi.org/10.3233/aic-220147openalex-snapshot

Conversational AI for multi-agent communication in Natural Language

inferred← citeshttps://doi.org/10.3233/shti210253openalex-snapshot

Classification of Failures in the Perception of Conversational Agents (CAs) and Their Implications on Patient Safety

inferred← citeshttps://doi.org/10.33011/computel.v1i.967openalex-snapshot

Developing a Shared Task for Speech Processing on Endangered Languages

inferred← citeshttps://doi.org/10.3389/frobt.2023.949600openalex-snapshot

End-to-end dialogue structure parsing on multi-floor dialogue based on multi-task learning

inferred← citeshttps://doi.org/10.3390/app11146624openalex-snapshot

Variational Reward Estimator Bottleneck: Towards Robust Reward Estimator for Multidomain Task-Oriented Dialogue

inferred← citeshttps://doi.org/10.3390/app12041875openalex-snapshot

AidIR: An Interactive Dialog System to Aid Disease Information Retrieval

inferred← citeshttps://doi.org/10.3390/app13085110openalex-snapshot

Leveraging Dialogue State Tracking for Zero-Shot Chat-Based Social Engineering Attack Recognition

inferred← citeshttps://doi.org/10.3390/electronics12061494openalex-snapshot

RSP-DST: Revisable State Prediction for Dialogue State Tracking

inferred← citeshttps://doi.org/10.3390/s22072656openalex-snapshot

Context-Aware Automatic Sign Language Video Transcription in Psychiatric Interviews

inferred← citeshttps://doi.org/10.34726/hss.2019.72687openalex-snapshot

Knowledge-based Conversational Search

inferred← citeshttps://doi.org/10.48550/arxiv.1606.01269openalex-snapshot

End-to-end LSTM-based dialog control optimized with supervised and reinforcement learning

inferred← citeshttps://doi.org/10.48550/arxiv.1702.06199openalex-snapshot

The Dialog State Tracking Challenge with Bayesian Approach

inferred← citeshttps://doi.org/10.48550/arxiv.1709.05298openalex-snapshot

Conversational Exploratory Search via Interactive Storytelling

inferred← citeshttps://doi.org/10.48550/arxiv.1811.10238openalex-snapshot

Learning Latent Beliefs and Performing Epistemic Reasoning for Efficient and Meaningful Dialog Management

inferred← citeshttps://doi.org/10.48550/arxiv.1811.12891openalex-snapshot

Flexible and Scalable State Tracking Framework for Goal-Oriented Dialogue Systems

inferred← citeshttps://doi.org/10.48550/arxiv.1812.10757openalex-snapshot

Advancing the State of the Art in Open Domain Dialog Systems through the Alexa Prize

inferred← citeshttps://doi.org/10.48550/arxiv.1909.05358openalex-snapshot

Taskmaster-1: Toward a Realistic and Diverse Dialog Dataset

inferred← citeshttps://doi.org/10.48550/arxiv.1911.11672openalex-snapshot

Semi-supervised Bootstrapping of Dialogue State Trackers for Task Oriented Modelling

inferred← citeshttps://doi.org/10.48550/arxiv.2002.08898openalex-snapshot

MA-DST: Multi-Attention Based Scalable Dialog State Tracking

inferred← citeshttps://doi.org/10.48550/arxiv.2005.02623openalex-snapshot

Building A User-Centric and Content-Driven Socialbot

inferred← citeshttps://doi.org/10.48550/arxiv.2008.09335openalex-snapshot

MTOP: A Comprehensive Multilingual Task-Oriented Semantic Parsing Benchmark

inferred← citeshttps://doi.org/10.48550/arxiv.2010.12770openalex-snapshot

Conversational Semantic Parsing for Dialog State Tracking

inferred← citeshttps://doi.org/10.48550/arxiv.2011.08334openalex-snapshot

Widening the Dialogue Workflow Modeling Bottleneck in Ontology-Based Personal Assistants

inferred← citeshttps://doi.org/10.48550/arxiv.2012.02929openalex-snapshot

Data-Efficient Methods for Dialogue Systems

inferred← citeshttps://doi.org/10.48550/arxiv.2012.03855openalex-snapshot

The Lab vs The Crowd: An Investigation into Data Quality for Neural Dialogue Models

inferred← citeshttps://doi.org/10.48550/arxiv.2106.00291openalex-snapshot

Preview, Attend and Review: Schema-Aware Curriculum Learning for Multi-Domain Dialog State Tracking

inferred← citeshttps://doi.org/10.48550/arxiv.2106.03065openalex-snapshot

Semantic-Enhanced Explainable Finetuning for Open-Domain Dialogues

inferred← citeshttps://doi.org/10.48550/arxiv.2107.11904openalex-snapshot

Transferable Dialogue Systems and User Simulators

inferred← citeshttps://doi.org/10.48730/vgfp-ah87openalex-snapshot

Exploring the impact of conversational strategies on user search experience in goal-oriented tasks in a voice-only domain

inferred← citeshttps://doi.org/10.5087/dad.2017.102openalex-snapshot

Training End-to-End Dialogue Systems with the Ubuntu Dialogue Corpus

inferred← citeshttps://doi.org/10.62036/isd.2023.46openalex-snapshot

Ontology-Based Dialogue System for Domain-Specific Knowledge Acquisition

inferred← citeshttps://doi.org/10.70675/19d57191zbdc2z4cb4za7a8z45ee6af8c863openalex-snapshot

'Nudges' dans l'interaction homme-machine : analyse et modélisation d'un agent capable de nudges personnalisés

inferred← citeshttps://doi.org/10.70675/6593c9f6za16ez4d62z9b6fzc1bca5e50df4openalex-snapshot

Sur le rôle de l’être humain dans le dialogue humain/machine

inferred← citeshttps://doi.org/10.70675/998d4b74z9eb1z49bcz9763zfa1e8ebcbd43openalex-snapshot

Medical presciptions in natural language on smartphones

inferred← citeshttps://doi.org/10.70675/b572f8cbz5876z4683z828bzfb09085ddd78openalex-snapshot

Human-Machine Dialogue in the Medical Field. Using Dialog to Collect Important Patient Information

inferred← citeshttps://doi.org/10.7287/peerj-cs.105v0.1/reviews/1openalex-snapshot

Peer Review #1 of "Challenges as enablers for high quality Linked Data: insights from the Semantic Publishing Challenge (v0.1)"

inferred← citeshttps://doi.org/10.7287/peerj-cs.105v0.1/reviews/2openalex-snapshot

Peer Review #2 of "Challenges as enablers for high quality Linked Data: insights from the Semantic Publishing Challenge (v0.1)"

inferred← citeshttps://doi.org/10.7717/peerj-cs.105openalex-snapshot

Challenges as enablers for high quality Linked Data: insights from the Semantic Publishing Challenge

Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.