A Study on Prompt-based Few-Shot Learning Methods for Belief State Tracking in Task-oriented Dialog Systems

18 April 2022

Papers citing "A Study on Prompt-based Few-Shot Learning Methods for Belief State Tracking in Task-oriented Dialog Systems"

21 / 21 papers shown

Title
Few-Shot Bot: Prompt-Based Learning for Dialogue Systems Andrea Madotto Zhaojiang Lin Genta Indra Winata Pascale Fung 82 85 0 15 Oct 2021
PTR: Prompt Tuning with Rules for Text Classification Xu Han Weilin Zhao Ning Ding Zhiyuan Liu Maosong Sun VLM 102 528 0 24 May 2021
Learning How to Ask: Querying LMs with Mixtures of Soft Prompts Guanghui Qin J. Eisner 63 549 0 14 Apr 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 99 21 0 17 Jan 2021
Prefix-Tuning: Optimizing Continuous Prompts for Generation Xiang Lisa Li Percy Liang 252 4,299 0 01 Jan 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 404 1,975 0 31 Dec 2020
Language Models as Few-Shot Learner for Task-Oriented Dialogue Systems Andrea Madotto Zihan Liu Zhaojiang Lin Pascale Fung 98 59 0 14 Aug 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 71 279 0 10 Jul 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 880 42,463 0 28 May 2020
SOLOIST: Building Task Bots at Scale with Transfer Learning and Machine Teaching Baolin Peng Chunyuan Li Jinchao Li Shahin Shayandeh Lars Liden Jianfeng Gao 108 125 0 11 May 2020
TripPy: A Triple Copy Strategy for Value Independent Neural Dialog State Tracking Michael Heck Carel van Niekerk Nurul Lubis Christian Geishauser Hsien-Chin Lin Marco Moresi Milica Gavsić 70 221 0 06 May 2020
A Simple Language Model for Task-Oriented Dialogue Ehsan Hosseini-Asl Bryan McCann Chien-Sheng Wu Semih Yavuz R. Socher 96 529 0 02 May 2020
Low-Resource Knowledge-Grounded Dialogue Generation Xueliang Zhao Wei Wu Chongyang Tao Can Xu Dongyan Zhao Rui Yan 110 110 0 24 Feb 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 348 1,620 0 21 Jan 2020
Multi-domain Dialogue State Tracking as Dynamic Knowledge Graph Enhanced Question Answering Li Zhou Kevin Small 57 85 0 07 Nov 2019
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 485 20,342 0 23 Oct 2019
Neural Text Generation with Unlikelihood Training Sean Welleck Ilia Kulikov Stephen Roller Emily Dinan Kyunghyun Cho Jason Weston MU 56 582 0 12 Aug 2019
SUMBT: Slot-Utterance Matching for Universal and Scalable Belief Tracking Hwaran Lee Jinsik Lee Tae-Yoon Kim 42 162 0 17 Jul 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 86 437 0 21 May 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,229 0 11 Oct 2018
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014