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Modern task-oriented dialogue (TOD) systems increasingly rely on large language model (LLM) agents, leveraging Retrieval-Augmented Generation (RAG) and long-context capabilities for long-term memory utilization.
Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems
Wu, C.-S.; Madotto, A.; Hosseini-Asl, E.; Xiong, C.; Socher, R.; and Fung, P. 2019b · 1905
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Chao, G.-L.; and Lane, I. 2019 · 1907
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Goal-Oriented Multi-Task BERT-Based Dialogue State Tracker
Gulyaev, P.; Elistratova, E.; Konovalov, V.; Kuratov, Y.; Pugachev, L.; and Burtsev, M. 2020 · 2002
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Fine-Tuning BERT for Schema-Guided Zero-Shot Dialogue State Tracking
Ruan, Y.-P.; Ling, Z.-H.; Gu, J.-C.; and Liu, Q. 2020 · 2002
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TripPy: A Triple Copy Strategy for Value Independent Neural Dialog State Tracking
Heck, M.; van Niekerk, C.; Lubis, N.; Geishauser, C.; Lin, H.-C.; Moresi, M.; and Gašić, M. 2020 · 2005
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The probabilistic relevance framework: BM25 and beyond
Robertson, S.; and Zaragoza, H. 2009 · 2009
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A Network-based End-to-End Trainable Task-oriented Dialogue System
Wen, T.-H.; Vandyke, D.; Mrkšić, N.; Gasic, M.; Barahona, L. M. R.; Su, P.-H.; Ultes, S.; and Young, S. 2017 · 2017
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MultiWOZ-A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling
Budzianowski, P.; Wen, T.-H.; Tseng, B.-H.; Casanueva, I.; Ultes, S.; Ramadan, O.; and Gasic, M. 2018 · 2018
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Deep Dyna-Q: Integrating Planning for Task-Completion Dialogue Policy Learning
Peng, B.; Li, X.; Gao, J.; Liu, J.; and Wong, K.-F. 2018 · 2018
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Building a conversational agent overnight with dialogue self-play
Shah, P.; Hakkani-Tür, D.; Tür, G.; Rastogi, A.; Bapna, A.; Nayak, N.; and Heck, L. 2018 · 2018
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Towards scalable multi-domain conversational agents: The schema-guided dialogue dataset
Rastogi, A.; Zang, X.; Sunkara, S.; Gupta, R.; and Khaitan, P. 2020 · 2020
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Multi-Domain Dialogue Acts and Response Co-Generation
Wang, K.; Tian, J.; Wang, R.; Quan, X.; and Yu, J. 2020 · 2020
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Dialogue State Tracking with a Language Model using Schema-Driven Prompting
Lee, C.-H.; Cheng, H.; and Ostendorf, M. 2021 · 2021
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Few-shot bot: Prompt-based learning for dialogue systems
Madotto, A.; Lin, Z.; Winata, G. I.; and Fung, P. 2021 · 2021
Cited alongside, same era.
CGoDial: A Large-Scale Benchmark for Chinese Goal-oriented Dialog Evaluation
Dai, Y.; He, W.; Li, B.; Wu, Y.; Cao, Z.; An, Z.; Sun, J.; and Li, Y. 2022 · 2022
Cited alongside, same era.
TS-DST: A Two-Stage Framework for Schema-Guided Dialogue State Tracking with Selected Dialogue History
Du, M.; Cheng, L.; Xu, B.; Wang, Z.; Wang, S.; Yuan, J.; and Pan, C. 2022 · 2022
Cited alongside, same era.
Chain of Thought Prompting Elicits Reasoning in Large Language Models
Wei, J.; Wang, X.; Schuurmans, D.; Bosma, M.; Chi, E.; Le, Q.; and Zhou, D. 2022 · 2022
Cited alongside, same era.
Beyond Goldfish Memory: Long-Term Open-Domain Conversation
Xu, J.; Szlam, A.; and Weston, J. 2022 · 2022
Cited alongside, same era.
Lost in the middle: How language models use long contexts
Liu, N. F.; Lin, K.; Hewitt, J.; Paranjape, A.; Bevilacqua, M.; Petroni, F.; and Liang, P. 2023 · 2023
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Memochat: Tuning llms to use memos for consistent long-range open-domain conversation
Lu, J.; An, S.; Lin, M.; Pergola, G.; He, Y.; Yin, D.; Sun, X.; and Wu, Y. 2023 · 2023
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PerLTQA: A Personal Long-Term Memory Dataset for Memory Classification, Retrieval, and Fusion in Question Answering
Du, Y.; Wang, H.; Zhao, Z.; Liang, B.; Wang, B.; Zhong, W.; Wang, Z.; and Wong, K.-F. 2024 · 2024
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LDST: A LLaMA-based Dialogue State Tracking Framework
Feng, H.; Zhang, W.; Liu, J.; and Sun, M. 2024 · 2024
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TOAD: Task-Oriented Automatic Dialogs with Diverse Response Styles
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Task-Optimized Adapters for an End-to-End Task-Oriented Dialogue System
Bang, N.; Lee, J.; and Koo, M.-W. 2023 · 2023
Cited alongside, same era.
Augmenting Pre-trained Language Models with QA-Memory for Open-Domain Question Answering
Chen, W.; Verga, P.; de Jong, M.; Wieting, J.; and Cohen, W. W. 2023 · 2023
Cited alongside, same era.
Instructtods: Large language models for end-to-end task-oriented dialogue systems
Chung, W.; Cahyawijaya, S.; Wilie, B.; Lovenia, H.; and Fung, P. 2023 · 2023
Cited alongside, same era.
Towards LLM-driven Dialogue State Tracking
Feng, Y.; Lu, Z.; Liu, B.; Zhan, L.; and Wu, X.-M. 2023 · 2023
Cited alongside, same era.
ChatGPT for Zero-shot Dialogue State Tracking: A Solution or an Opportunity?
Heck, M.; Lubis, N.; Ruppik, B.; Vukovic, R.; Feng, S.; Geishauser, C.; Lin, H.-C.; van Niekerk, C.; and Gašić, M. 2023 · 2023
Cited alongside, same era.
Multi 3 woz: A multilingual, multi-domain, multi-parallel dataset for training and evaluating culturally adapted task-oriented dialog systems
Hu, S.; Zhou, H.; Hergul, M.; Gritta, M.; Zhang, G.; Iacobacci, I.; Vulić, I.; and Korhonen, A. 2023 · 2023
Cited alongside, same era.
Are Large Language Models All You Need for Task-Oriented Dialogue?
Hudeček, V.; and Dusek, O. 2023 · 2023
Cited alongside, same era.
Liu, Y.; Fang, Y.; Vandyke, D.; and Collier, N. 2024b · 2024
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Evaluating very long-term conversational memory of llm agents
Maharana, A.; Lee, D.-H.; Tulyakov, S.; Bansal, M.; Barbieri, F.; and Fang, Y. 2024 · 2024
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Meta LLaMA 3.1-8B-Instruct
Meta AI. 2024 · 2024
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LUCID: LLM-Generated Utterances for Complex and Interesting Dialogues
Stacey, J.; Cheng, J.; Torr, J.; Guigue, T.; Driesen, J.; Coca, A.; Gaynor, M.; and Johannsen, A. 2024 · 2024
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LLaMA 3: Open and Efficient Foundation Language Models
Touvron, H.; Lavril, T.; Izacard, G.; Martinet, X.; Lachaux, M.-A.; Lacroix, T.; Rozière, B.; Goyal, N.; Batra, A.; Randriamihaja, S.; et al. 2024 · 2024
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HR-MultiWOZ: A Task Oriented Dialogue (TOD) Dataset for HR LLM Agent
Xu, W.; Huang, Z.; Hu, W.; Fang, X.; Cherukuri, R.; Nayyar, N.; Malandri, L.; and Sengamedu, S. 2024b · 2024
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MemoryBank: Enhancing Large Language Models with Long-Term Memory
Zhong, W.; Guo, L.; Gao, Q.; Ye, H.; and Wang, Y. 2024 · 2024
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Spec-TOD: A Specialized Instruction-Tuned LLM Framework for Efficient Task-Oriented Dialogue Systems
Nguyen, Q.-V.; Nguyen, Q.-C.; Pham, H.; and Bui, K.-H. N. 2025 · 2025
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LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory
Wu, D.; Wang, H.; Yu, W.; Zhang, Y.; Chang, K.-W.; and Yu, D. 2025 · 2025
Closest in time.