Dialogue Management

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

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Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

27 shown of 27 papers with code (197 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Rethinking Action Spaces for Reinforcement Learning in End-to-end Dialog Agents with Latent Variable Models
  23 Feb 2019 3 repositories listed Syntology ran 0 of 6 samples · 6 unverified
  Defining action spaces for conversational agents and optimizing their decision-making process with reinforcement learning is an enduring challenge.
• Conversation Graph: Data Augmentation, Training and Evaluation for Non-Deterministic Dialogue Management
  29 Oct 2020 2 repositories listed
  We propose the Conversation Graph (ConvGraph), a graph-based representation of dialogues that can be exploited for data augmentation, multi-reference training and evaluation of non-deterministic agents.
• End-to-end optimization of goal-driven and visually grounded dialogue systems
  15 Mar 2017 2 repositories listed
  End-to-end design of dialogue systems has recently become a popular research topic thanks to powerful tools such as encoder-decoder architectures for sequence-to-sequence learning.
• IAI MovieBot 2.0: An Enhanced Research Platform with Trainable Neural Components and Transparent User Modeling
  1 Mar 2024 1 repository listed
  While interest in conversational recommender systems has been on the rise, operational systems suitable for serving as research platforms for comprehensive studies are currently lacking.
• NeMo Guardrails: A Toolkit for Controllable and Safe LLM Applications with Programmable Rails
  16 Oct 2023 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  NeMo Guardrails is an open-source toolkit for easily adding programmable guardrails to LLM-based conversational systems.
• Improving Dialogue Management: Quality Datasets vs Models
  2 Oct 2023 1 repository listed
  Using this generator, we demonstrated that errors in the datasets contribute proportionally to the performance of the models
• Roll Up Your Sleeves: Working with a Collaborative and Engaging Task-Oriented Dialogue System
  29 Jul 2023 1 repository listed
  We introduce TacoBot, a user-centered task-oriented digital assistant designed to guide users through complex real-world tasks with multiple steps.
• GraphWOZ: Dialogue Management with Conversational Knowledge Graphs
  23 Nov 2022 1 repository listed
  We present a new approach to dialogue management using conversational knowledge graphs as core representation of the dialogue state.
• Learning Dialogue Representations from Consecutive Utterances
  26 May 2022 1 repository listed
  In this paper, we introduce Dialogue Sentence Embedding (DSE), a self-supervised contrastive learning method that learns effective dialogue representations suitable for a wide range of dialogue tasks.
• Empathetic Response Generation with State Management
  7 May 2022 1 repository listed
  The emotion-aware dialogue management contains two parts: (1) Emotion state tracking maintains the current emotion state of the user and (2) Empathetic dialogue policy selection predicts a target emotion and a user's…
• Converse: A Tree-Based Modular Task-Oriented Dialogue System
  23 Mar 2022 1 repository listed
  At the core of the struggle is the need to script every single turn of interactions between the bot and the human user.
• Developing a Chatbot system using Deep Learning based for Universities consultancy
  28 Feb 2022 1 repository listed
  Besides, we use the Deep Reinforcement Learning architecture to train an Agent for Dialogue Management task.
• A Storytelling Robot managing Persuasive and Ethical Stances via ACT-R: an Exploratory Study
  27 Jul 2021 1 repository listed
  We present a storytelling robot, controlled via the ACT-R cognitive architecture, able to adopt different persuasive techniques and ethical stances while conversing about some topics concerning COVID-19.
• Causal-aware Safe Policy Improvement for Task-oriented dialogue
  10 Mar 2021 1 repository listed
  This method gives guarantees on dialogue policy's performance and also learns to shape rewards according to intentions behind human responses, rather than just mimicking demonstration data; this couple with batch-RL…
• Emora STDM: A Versatile Framework for Innovative Dialogue System Development
  11 Jun 2020 1 repository listed
  This demo paper presents Emora STDM (State Transition Dialogue Manager), a dialogue system development framework that provides novel workflows for rapid prototyping of chat-based dialogue managers as well as…
• Cascaded LSTMs based Deep Reinforcement Learning for Goal-driven Dialogue
  31 Oct 2019 1 repository listed
  Dialogue embeddings are learned by a LSTM at the middle of the network, and updated by the feeding of all turn embeddings.
• Modeling Multi-Action Policy for Task-Oriented Dialogues
  30 Aug 2019 1 repository listed
  Dialogue management (DM) plays a key role in the quality of the interaction with the user in a task-oriented dialogue system.
• Are You for Real? Detecting Identity Fraud via Dialogue Interactions
  19 Aug 2019 1 repository listed
  In this paper, we focus on identity fraud detection in loan applications and propose to solve this problem with a novel interactive dialogue system which consists of two modules.
• End-to-End Knowledge-Routed Relational Dialogue System for Automatic Diagnosis
  30 Jan 2019 1 repository listed
  Besides the challenges for conversational dialogue systems (e.
• MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling
  1 Oct 2018 1 repository listed
  Even though machine learning has become the major scene in dialogue research community, the real breakthrough has been blocked by the scale of data available.
• Fully Statistical Neural Belief Tracking
  1 Jul 2018 1 repository listed
  This paper proposes an improvement to the existing data-driven Neural Belief Tracking (NBT) framework for Dialogue State Tracking (DST).
• An Ontology-Based Dialogue Management System for Banking and Finance Dialogue Systems
  13 Apr 2018 1 repository listed
  We introduce an ontology-based dialogue manage(OntoDM), a dialogue manager that keeps the state of the conversation, provides a basis for anaphora resolution and drives the conversation via domain ontologies.
• Towards Learning Transferable Conversational Skills using Multi-dimensional Dialogue Modelling
  31 Mar 2018 1 repository listed
  Recent statistical approaches have improved the robustness and scalability of spoken dialogue systems.
• Rasa: Open Source Language Understanding and Dialogue Management
  14 Dec 2017 1 repository listed
  We introduce a pair of tools, Rasa NLU and Rasa Core, which are open source python libraries for building conversational software.
• Evaluating Natural Language Understanding Services for Conversational Question Answering Systems
  1 Aug 2017 1 repository listed
  Conversational interfaces recently gained a lot of attention.
• Applying the Wizard-of-Oz Technique to Multimodal Human-Robot Dialogue
  10 Mar 2017 1 repository listed
  Our overall program objective is to provide more natural ways for soldiers to interact and communicate with robots, much like how soldiers communicate with other soldiers today.
• Strategic Dialogue Management via Deep Reinforcement Learning
  25 Nov 2015 1 repository listed
  This paper describes a successful application of Deep Reinforcement Learning (DRL) for training intelligent agents with strategic conversational skills, in a situated dialogue setting.

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.