CINS: Comprehensive Instruction for Few-shot Learning in Task-oriented Dialog Systems

10 September 2021

Fei Mi

Yitong Li

Yasheng Wang

Xin Jiang

Qun Liu

ArXiv PDF HTML

Papers citing "CINS: Comprehensive Instruction for Few-shot Learning in Task-oriented Dialog Systems"

37 / 37 papers shown

Title
Self-training Improves Pre-training for Few-shot Learning in Task-oriented Dialog Systems Fei Mi Wanhao Zhou Feng Cai Lingjing Kong Minlie Huang Boi Faltings 57 32 0 28 Aug 2021
SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling Fengyu Cai Wanhao Zhou Fei Mi Boi Faltings 42 19 0 26 Aug 2021
Knowledgeable Prompt-tuning: Incorporating Knowledge into Prompt Verbalizer for Text Classification Shengding Hu Ning Ding Huadong Wang Zhiyuan Liu Jingang Wang Juan-Zi Li Wei Wu Maosong Sun VLM 82 367 0 04 Aug 2021
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing Pengfei Liu Weizhe Yuan Jinlan Fu Zhengbao Jiang Hiroaki Hayashi Graham Neubig VLM SyDa 187 3,961 0 28 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
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 514 4,032 0 18 Apr 2021
Learning How to Ask: Querying LMs with Mixtures of Soft Prompts Guanghui Qin J. Eisner 55 546 0 14 Apr 2021
Improving and Simplifying Pattern Exploiting Training Derek Tam Rakesh R Menon Joey Tianyi Zhou Shashank Srivastava Colin Raffel 72 151 0 22 Mar 2021
GPT Understands, Too Xiao Liu Yanan Zheng Zhengxiao Du Ming Ding Yujie Qian Zhilin Yang Jie Tang VLM 155 1,173 0 18 Mar 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 364 1,374 0 17 Jan 2021
Prefix-Tuning: Optimizing Continuous Prompts for Generation Xiang Lisa Li Percy Liang 215 4,244 0 01 Jan 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 364 1,964 0 31 Dec 2020
Continual Learning for Natural Language Generation in Task-oriented Dialog Systems Fei Mi Liangwei Chen Mengjie Zhao Minlie Huang Boi Faltings CLL KELM 43 70 0 02 Oct 2020
It's Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners Timo Schick Hinrich Schütze 107 972 0 15 Sep 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 706 41,736 0 28 May 2020
Text-to-Text Pre-Training for Data-to-Text Tasks Mihir Kale Abhinav Rastogi AI4CE 40 202 0 21 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 96 125 0 11 May 2020
A Simple Language Model for Task-Oriented Dialogue Ehsan Hosseini-Asl Bryan McCann Chien-Sheng Wu Semih Yavuz R. Socher 81 527 0 02 May 2020
TOD-BERT: Pre-trained Natural Language Understanding for Task-Oriented Dialogue Chien-Sheng Wu Guosheng Lin R. Socher Caiming Xiong 56 321 0 15 Apr 2020
Few-shot Natural Language Generation for Task-Oriented Dialog Baolin Peng Chenguang Zhu Chunyuan Li Xiujun Li Jinchao Li Michael Zeng Jianfeng Gao 72 201 0 27 Feb 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 328 1,612 0 21 Jan 2020
How Can We Know What Language Models Know? Zhengbao Jiang Frank F. Xu Jun Araki Graham Neubig KELM 126 1,402 0 28 Nov 2019
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension M. Lewis Yinhan Liu Naman Goyal Marjan Ghazvininejad Abdel-rahman Mohamed Omer Levy Veselin Stoyanov Luke Zettlemoyer AIMat VLM 225 10,815 0 29 Oct 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 387 20,114 0 23 Oct 2019
Neural Generation for Czech: Data and Baselines Ondrej Dusek Filip Jurvcívcek 66 22 0 11 Oct 2019
Find or Classify? Dual Strategy for Slot-Value Predictions on Multi-Domain Dialog State Tracking Jianguo Zhang Kazuma Hashimoto Chien-Sheng Wu Yao Wan Philip S. Yu R. Socher Caiming Xiong 71 167 0 08 Oct 2019
Towards Scalable Multi-domain Conversational Agents: The Schema-Guided Dialogue Dataset Abhinav Rastogi Xiaoxue Zang Srinivas Sunkara Raghav Gupta Pranav Khaitan 72 610 0 12 Sep 2019
An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction Stefan Larson Anish Mahendran Joseph Peper Christopher Clarke Andrew Lee ... Jonathan K. Kummerfeld Kevin Leach M. Laurenzano Lingjia Tang Jason Mars 98 530 0 04 Sep 2019
Hello, It's GPT-2 -- How Can I Help You? Towards the Use of Pretrained Language Models for Task-Oriented Dialogue Systems Paweł Budzianowski Ivan Vulić 62 310 0 12 Jul 2019
BERT-DST: Scalable End-to-End Dialogue State Tracking with Bidirectional Encoder Representations from Transformer Guan-Lin Chao Ian Lane 57 103 0 05 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 73 435 0 21 May 2019
Meta-Learning for Low-resource Natural Language Generation in Task-oriented Dialogue Systems Fei Mi Minlie Huang Jiyong Zhang Boi Faltings 83 101 0 14 May 2019
Unified Language Model Pre-training for Natural Language Understanding and Generation Li Dong Nan Yang Wenhui Wang Furu Wei Xiaodong Liu Yu Wang Jianfeng Gao M. Zhou H. Hon ELM AI4CE 202 1,555 0 08 May 2019
BERT for Joint Intent Classification and Slot Filling Qian Chen Zhu Zhuo Wen Wang VLM 68 553 0 28 Feb 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.6K 94,729 0 11 Oct 2018
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 147 1,314 0 29 Sep 2018
Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems Tsung-Hsien Wen Milica Gasic N. Mrksic Pei-hao Su David Vandyke S. Young 95 949 0 07 Aug 2015