Proactive Dialogue Systems - Paper Reading List
Outline
- Survey
- Tutorial
- Proactive Open-domain Dialogues
- Proactive Task-oriented Dialogue Systems
- Proactive Conversational Information-Seeking Systems
- Proactive Hybrid Dialogues
- Proactivity in LLM-based Dialogue Systems
- A Survey on Proactive Dialogue Systems: Problems, Methods, and Prospects (IJCAI 2023 Survey Track)
- How to Approach Ambiguous Queries in Conversational Search: A Survey of Techniques, Approaches, Tools, and Challenges (ACM Computing Surveys, 2022)
- Let's Negotiate! A Survey of Negotiation Dialogue Systems
- A Survey on Asking Clarification Questions Datasets in Conversational Systems (ACL 2023)
- Goal Awareness for Conversational AI: Proactivity, Non-collaborativity, and Beyond (ACL 2023)
- Proactive Conversational Agents (WSDM 2023)
- Proactive Conversational Agents in the Post-ChatGPT World (SIGIR 2023)
- Target-Guided Open-Domain Conversation (ACL 2019) [repo]
- Proactive Human-Machine Conversation with Explicit Conversation Goal (ACL 2019) [repo]
- Keyword-Guided Neural Conversational Model (AAAI 2021) [repo]
- TopKG: Target-oriented Dialog via Global Planning on Knowledge Graph (COLING 2022) [repo]
- Interacting with Non-Cooperative User: A New Paradigm for Proactive Dialogue Policy (SIGIR 2022)
- Dialogue Planning via Brownian Bridge Stochastic Process for Goal-directed Proactive Dialogue (ACL 2023 Findings) [repo]
- Target-oriented Proactive Dialogue Systems with Personalization: Problem Formulation and Dataset Curation (EMNLP 2023) [repo]
- Reinforced Target-driven Conversational Promotion (EMNLP 2023) [repo]
- Towards Emotional Support Dialog Systems (ACL 2021) [repo]
- MISC: A Mixed Strategy-Aware Model integrating COMET for Emotional Support Conversation (ACL 2022) [repo]
- Improving Multi-turn Emotional Support Dialogue Generation with Lookahead Strategy Planning (EMNLP 2022) [repo]
- Knowledge-enhanced Mixed-initiative Dialogue System for Emotional Support Conversations (ACL 2023) [repo]
- ProsocialDialog: A Prosocial Backbone for Conversational Agents (EMNLP 2022) [repo]
- Just Say No: Analyzing the Stance of Neural Dialogue Generation in Offensive Contexts (EMNLP 2021) [repo]
- The MORAL INTEGRITY CORPUS: A Benchmark for Ethical Dialogue Systems (ACL 2022) [repo]
- Adding Chit-chat to Enhance Task-oriented Dialogues (NAACL 2021) [repo]
- KETOD: Knowledge-enriched Task-oriented Dialogue (NAACL 2022 Findings) [repo]
- "What do others think?": Task-Oriented Conversational Modeling with Subjective Knowledge
- Database Search Results Disambiguation for Task-oriented Dialog Systems (NAACL 2022)
- TITAN : Task-oriented Dialogues with Mixed-Initiative Interactions (IJCAI 2023)
- Towards Asking Clarification Questions for Information Seeking on Task-Oriented Dialogues. [repo]
- Deal or No Deal? End-to-End Learning for Negotiation Dialogues (EMNLP 2017) [repo]
- Decoupling Strategy and Generation in Negotiation Dialogues (EMNLP 2018) [repo]
- Persuasion for Good: Towards a Personalized Persuasive Dialogue System for Social Good (ACL 2019) [repo]
- End-to-End Trainable Non-Collaborative Dialog System (AAAI 2020) [repo]
- DialoGraph: Incorporating Interpretable Strategy-Graph Networks into Negotiation Dialogues (ICLR 2021) [repo]
- Improving Dialog Systems for Negotiation with Personality Modeling (ACL 2021) [repo]
- PEPDS: A Polite and Empathetic Persuasive Dialogue System for Charity Donation (COLING 2022) [repo]
- Asking Clarifying Questions in Open-Domain Information-Seeking Conversations (SIGIR 2019) [repo]
- Building and Evaluating Open-Domain Dialogue Corpora with Clarifying Questions (EMNLP 2021) [repo]
- Generating Clarifying Questions for Information Retrieval (WWW 2020)
- Abg-CoQA: Clarifying Ambiguity in Conversational Question Answering (AKBC 2021) [repo]
- PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in Finance (EMNLP 2022) [repo]
- Towards Conversational Search and Recommendation: System Ask, User Respond (CIKM 2018) [repo]
- Estimation-Action-Reflection: Towards Deep Interaction Between Conversational and Recommender Systems (WSDM 2020) [repo]
- Unified Conversational Recommendation Policy Learning via Graph-based Reinforcement Learning (SIGIR 2021) [repo]
- Comparison-based Conversational Recommender System with Relative Bandit Feedback (SIGIR 2021) [repo]
- Multiple Choice Questions based Multi-Interest Policy Learning for Conversational Recommendation (WWW 2022)
- Towards Conversational Recommendation over Multi-Type Dialogs (ACL 2020) [repo]
- Where to Go for the Holidays: Towards Mixed-Type Dialogs for Clarification of User Goals (ACL 2022)
- Fusing Task-oriented and Open-domain Dialogues in Conversational Agents (AAAI 2022) [repo]
- SalesBot: Transitioning from Chit-Chat to Task-Oriented Dialogues (ACL 2022) [repo]
- A Unified Multi-task Learning Framework for Multi-goal Conversational Recommender Systems (TOIS 2023) [repo]
- MidMed: Towards Mixed-Type Dialogues for Medical Consultation (ACL 2023) [repo]
- NewsDialogues: Towards Proactive News Grounded Conversation (ACL 2023 Findings) [repo]
- OPERA: Harmonizing Task-Oriented Dialogs and Information Seeking Experience (TWEB 2023)
- COOPER: Coordinating Specialized Agents towards a Complex Dialogue Goal (AAAI 2024) [repo]
- Controllable Mixed-Initiative Dialogue Generation through Prompting (ACL 2023) [repo]
- Ask an Expert: Leveraging Language Models to Improve Strategic Reasoning in Goal-Oriented Dialogue Models (ACL 2023 Findings)
- Improving Language Model Negotiation with Self-Play and In-Context Learning from AI Feedback [repo]
- Prompting and Evaluating Large Language Models for Proactive Dialogues: Clarification, Target-guided, and Non-collaboration (EMNLP 2023 Findings) [repo]