SynthDST: Synthetic Data is All You Need for Few-Shot Dialog State Tracking

3 February 2024

Atharva Kulkarni

Bo-Hsiang Tseng

Joel Ruben Antony Moniz

Papers citing "SynthDST: Synthetic Data is All You Need for Few-Shot Dialog State Tracking"

21 / 21 papers shown

Title
Self-seeding and Multi-intent Self-instructing LLMs for Generating Intent-aware Information-Seeking dialogs Arian Askari Roxana Petcu Chuan Meng Mohammad Aliannejadi Amin Abolghasemi Evangelos Kanoulas Suzan Verberne 85 9 0 18 Feb 2024
ChatGPT for Zero-shot Dialogue State Tracking: A Solution or an Opportunity? Michael Heck Nurul Lubis Benjamin Ruppik Renato Vukovic Shutong Feng Christian Geishauser Hsien-chin Lin Carel van Niekerk Milica Gavsić 104 47 0 02 Jun 2023
ASDOT: Any-Shot Data-to-Text Generation with Pretrained Language Models Jiannan Xiang Zhengzhong Liu Yucheng Zhou Eric P. Xing Zhiting Hu 93 16 0 09 Oct 2022
LAD: Language Models as Data for Zero-Shot Dialog Shikib Mehri Yasemin Altun M. Eskénazi 66 26 0 28 Jul 2022
InstructDial: Improving Zero and Few-shot Generalization in Dialogue through Instruction Tuning Prakhar Gupta Cathy Jiao Yi-Ting Yeh Shikib Mehri M. Eskénazi Jeffrey P. Bigham ALM 96 48 0 25 May 2022
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models Tianbao Xie Chen Henry Wu Peng Shi Ruiqi Zhong Torsten Scholak ... Lingpeng Kong Rui Zhang Noah A. Smith Luke Zettlemoyer Tao Yu LMTD 100 304 0 16 Jan 2022
A Dual Prompt Learning Framework for Few-Shot Dialogue State Tracking Yuting Yang Wenqiang Lei Pei Huang Juan Cao Jintao Li Tat-Seng Chua 57 14 0 15 Jan 2022
Few-Shot Bot: Prompt-Based Learning for Dialogue Systems Andrea Madotto Zhaojiang Lin Genta Indra Winata Pascale Fung 78 85 0 15 Oct 2021
Evaluating Large Language Models Trained on Code Mark Chen Jerry Tworek Heewoo Jun Qiming Yuan Henrique Pondé ... Bob McGrew Dario Amodei Sam McCandlish Ilya Sutskever Wojciech Zaremba ELM ALM 231 5,539 0 07 Jul 2021
Leveraging Slot Descriptions for Zero-Shot Cross-Domain Dialogue State Tracking Zhaojiang Lin Bing-Quan Liu Seungwhan Moon Paul A. Crook Zhenpeng Zhou Zhiguang Wang Zhou Yu Andrea Madotto Eunjoon Cho R. Subba 63 90 0 10 May 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 385 1,379 0 17 Jan 2021
Few Shot Dialogue State Tracking using Meta-learning Saket Dingliwal Bill Gao Sanchit Agarwal Chien-Wei Lin Tagyoung Chung Dilek Z. Hakkani-Tür OffRL 96 21 0 17 Jan 2021
MultiWOZ 2.3: A multi-domain task-oriented dialogue dataset enhanced with annotation corrections and co-reference annotation Ting Han Ximing Liu Ryuichi Takanobu Yixin Lian Chongxuan Huang Dazhen Wan Wei Peng Minlie Huang 54 68 0 12 Oct 2020
MultiWOZ 2.2 : A Dialogue Dataset with Additional Annotation Corrections and State Tracking Baselines Xiaoxue Zang Abhinav Rastogi Srinivas Sunkara Raghav Gupta Jianguo Zhang Jindong Chen 69 277 0 10 Jul 2020
MPNet: Masked and Permuted Pre-training for Language Understanding Kaitao Song Xu Tan Tao Qin Jianfeng Lu Tie-Yan Liu 102 1,121 0 20 Apr 2020
TOD-BERT: Pre-trained Natural Language Understanding for Task-Oriented Dialogue Chien-Sheng Wu Guosheng Lin R. Socher Caiming Xiong 58 323 0 15 Apr 2020
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 439 20,181 0 23 Oct 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,226 0 27 Aug 2019
Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems Chien-Sheng Wu Andrea Madotto Ehsan Hosseini-Asl Caiming Xiong R. Socher Pascale Fung 86 436 0 21 May 2019
MultiWOZ -- A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling Paweł Budzianowski Tsung-Hsien Wen Bo-Hsiang Tseng I. Casanueva Stefan Ultes Osman Ramadan Milica Gasic 165 1,319 0 29 Sep 2018
Neural Belief Tracker: Data-Driven Dialogue State Tracking N. Mrksic Diarmuid Ó Séaghdha Tsung-Hsien Wen Blaise Thomson S. Young 87 483 0 12 Jun 2016