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Are LLMs All You Need for Task-Oriented Dialogue?

13 April 2023

Papers citing "Are LLMs All You Need for Task-Oriented Dialogue?"

39 / 39 papers shown

Title
A Zero-Shot Open-Vocabulary Pipeline for Dialogue Understanding Abdulfattah Safa Gözde Gül Şahin 104 1 0 24 Sep 2024
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.6K 13,490 0 27 Feb 2023
Fantastic Rewards and How to Tame Them: A Case Study on Reward Learning for Task-oriented Dialogue Systems Yihao Feng Shentao Yang Shujian Zhang Jianguo Zhang Caiming Xiong Mi Zhou Haiquan Wang OffRL 96 25 0 20 Feb 2023
OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization Srinivasan Iyer Xi Lin Ramakanth Pasunuru Todor Mihaylov Daniel Simig ... Jeff Wang Christopher Dewan Asli Celikyilmaz Luke Zettlemoyer Veselin Stoyanov ALM 161 267 0 22 Dec 2022
ConvLab-3: A Flexible Dialogue System Toolkit Based on a Unified Data Format Qi Zhu Christian Geishauser Hsien-Chin Lin Carel van Niekerk Baolin Peng ... Dazhen Wan Xiaochen Zhu Jianfeng Gao Milica Gavsić Minlie Huang 106 23 0 30 Nov 2022
AARGH! End-to-end Retrieval-Generation for Task-Oriented Dialog Tomávs Nekvinda Ondrej Dusek RALM 66 9 0 08 Sep 2022
Selective Annotation Makes Language Models Better Few-Shot Learners Hongjin Su Jungo Kasai Chen Henry Wu Weijia Shi Tianlu Wang ... Rui Zhang Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu 118 261 0 05 Sep 2022
Multi2WOZ: A Robust Multilingual Dataset and Conversational Pretraining for Task-Oriented Dialog Chia-Chien Hung Anne Lauscher Ivan Vulić Simone Paolo Ponzetto Goran Glavaš 65 36 0 20 May 2022
OPT: Open Pre-trained Transformer Language Models Susan Zhang Stephen Roller Naman Goyal Mikel Artetxe Moya Chen ... Daniel Simig Punit Singh Koura Anjali Sridhar Tianlu Wang Luke Zettlemoyer VLM OSLM AI4CE 377 3,700 0 02 May 2022
Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks Yizhong Wang Swaroop Mishra Pegah Alipoormolabashi Yeganeh Kordi Amirreza Mirzaei ... Chitta Baral Yejin Choi Noah A. Smith Hannaneh Hajishirzi Daniel Khashabi ELM 125 861 0 16 Apr 2022
GPT-NeoX-20B: An Open-Source Autoregressive Language Model Sid Black Stella Biderman Eric Hallahan Quentin G. Anthony Leo Gao ... Shivanshu Purohit Laria Reynolds J. Tow Benqi Wang Samuel Weinbach 184 837 0 14 Apr 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 900 13,228 0 04 Mar 2022
Robustness through Data Augmentation Loss Consistency Tianjian Huang Shaunak Halbe Chinnadhurai Sankar P. Amini Satwik Kottur A. Geramifard Meisam Razaviyayn Ahmad Beirami OOD 117 8 0 21 Oct 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 525 10,563 0 17 Jun 2021
Shades of BLEU, Flavours of Success: The Case of MultiWOZ Tomás Nekvinda Ondrej Dusek 71 59 0 10 Jun 2021
AuGPT: Auxiliary Tasks and Data Augmentation for End-To-End Dialogue with Pre-Trained Language Models Jonávs Kulhánek Vojtvech Hudevcek Tomávs Nekvinda Ondrej Dusek 73 46 0 09 Feb 2021
UBAR: Towards Fully End-to-End Task-Oriented Dialog Systems with GPT-2 Yunyi Yang Yunhao Li Xiaojun Quan 107 192 0 07 Dec 2020
MinTL: Minimalist Transfer Learning for Task-Oriented Dialogue Systems Zhaojiang Lin Andrea Madotto Genta Indra Winata Pascale Fung 81 173 0 25 Sep 2020
Language Models as Few-Shot Learner for Task-Oriented Dialogue Systems Andrea Madotto Zihan Liu Zhaojiang Lin Pascale Fung 106 59 0 14 Aug 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 908 42,520 0 28 May 2020
Is Your Goal-Oriented Dialog Model Performing Really Well? Empirical Analysis of System-wise Evaluation Ryuichi Takanobu Qi Zhu Jinchao Li Baolin Peng Jianfeng Gao Minlie Huang 45 43 0 15 May 2020
Making Monolingual Sentence Embeddings Multilingual using Knowledge Distillation Nils Reimers Iryna Gurevych 104 1,032 0 21 Apr 2020
MALA: Cross-Domain Dialogue Generation with Action Learning Xinting Huang Jianzhong Qi Yu Sun Rui Zhang LRM 139 18 0 18 Dec 2019
DialoGPT: Large-Scale Generative Pre-training for Conversational Response Generation Yizhe Zhang Siqi Sun Michel Galley Yen-Chun Chen Chris Brockett Xiang Gao Jianfeng Gao Jingjing Liu W. Dolan VLM 203 1,527 0 01 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 266 10,880 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 521 20,376 0 23 Oct 2019
Data-Efficient Goal-Oriented Conversation with Dialogue Knowledge Transfer Networks Yuchang Sun Sungjin Lee Yaliang Li Jun Zhang 44 11 0 03 Oct 2019
Fine-Tuning Language Models from Human Preferences Daniel M. Ziegler Nisan Stiennon Jeff Wu Tom B. Brown Alec Radford Dario Amodei Paul Christiano G. Irving ALM 491 1,770 0 18 Sep 2019
Towards Scalable Multi-domain Conversational Agents: The Schema-Guided Dialogue Dataset Abhinav Rastogi Xiaoxue Zang Srinivas Sunkara Raghav Gupta Pranav Khaitan 80 614 0 12 Sep 2019
Survey on Evaluation Methods for Dialogue Systems Jan Deriu Álvaro Rodrigo Arantxa Otegi Guillermo Echegoyen S. Rosset Eneko Agirre Mark Cieliebak 101 284 0 10 May 2019
Multi-task learning for Joint Language Understanding and Dialogue State Tracking Abhinav Rastogi Raghav Gupta Dilek Z. Hakkani-Tür BDL 71 54 0 13 Nov 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 194 1,324 0 29 Sep 2018
Zero-Shot Dialog Generation with Cross-Domain Latent Actions Tiancheng Zhao M. Eskénazi VLM 77 77 0 13 May 2018
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 1.1K 7,201 0 20 Apr 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 827 132,725 0 12 Jun 2017
Deep reinforcement learning from human preferences Paul Christiano Jan Leike Tom B. Brown Miljan Martic Shane Legg Dario Amodei 222 3,380 0 12 Jun 2017
Billion-scale similarity search with GPUs Jeff Johnson Matthijs Douze Hervé Jégou 279 3,746 0 28 Feb 2017
Hybrid Code Networks: practical and efficient end-to-end dialog control with supervised and reinforcement learning Jason D. Williams Kavosh Asadi Geoffrey Zweig OffRL 79 335 0 10 Feb 2017
Stochastic Language Generation in Dialogue using Recurrent Neural Networks with Convolutional Sentence Reranking Tsung-Hsien Wen Milica Gasic Dongho Kim N. Mrksic Pei-hao Su David Vandyke S. Young 76 187 0 07 Aug 2015