Weakly Supervised Data Augmentation Through Prompting for Dialogue Understanding

25 October 2022

Maximillian Chen

Alexandros Papangelis

Yang Liu

Papers citing "Weakly Supervised Data Augmentation Through Prompting for Dialogue Understanding"

41 / 41 papers shown

Title
SpeechDialogueFactory: Generating High-Quality Speech Dialogue Data to Accelerate Your Speech-LLM Development Minghan Wang Ye Bai Yanjie Wang Thuy-Trang Vu Ehsan Shareghi Gholamreza Haffari 74 0 0 31 Mar 2025
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 140 26 0 10 Sep 2024
AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq Model Saleh Soltan Shankar Ananthakrishnan Jack G. M. FitzGerald Rahul Gupta Wael Hamza ... Mukund Sridhar Fabian Triefenbach Apurv Verma Gokhan Tur Premkumar Natarajan 77 82 0 02 Aug 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 280 3,583 0 02 May 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 122 812 0 14 Apr 2022
Data Augmentation for Intent Classification with Off-the-shelf Large Language Models Gaurav Sahu Pau Rodríguez López I. Laradji Parmida Atighehchian David Vazquez Dzmitry Bahdanau 53 61 0 05 Apr 2022
Rethinking the Role of Demonstrations: What Makes In-Context Learning Work? Sewon Min Xinxi Lyu Ari Holtzman Mikel Artetxe M. Lewis Hannaneh Hajishirzi Luke Zettlemoyer LLMAG LRM 114 1,438 0 25 Feb 2022
Reward Modeling for Mitigating Toxicity in Transformer-based Language Models Farshid Faal K. Schmitt Jia Yuan Yu 25 24 0 19 Feb 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 570 9,009 0 28 Jan 2022
S+PAGE: A Speaker and Position-Aware Graph Neural Network Model for Emotion Recognition in Conversation Chen Liang Chong Yang Jing Xu Juyang Huang Yongliang Wang Yang Dong 59 24 0 23 Dec 2021
Meta-learning via Language Model In-context Tuning Yanda Chen Ruiqi Zhong Sheng Zha George Karypis He He 278 160 0 15 Oct 2021
Speaker Turn Modeling for Dialogue Act Classification Zihao He Leili Tavabi Kristina Lerman M. Soleymani 86 34 0 10 Sep 2021
Graph Based Network with Contextualized Representations of Turns in Dialogue Bongseok Lee Y. Choi 75 70 0 09 Sep 2021
Sustainable Modular Debiasing of Language Models Anne Lauscher Tobias Lüken Goran Glavaš 88 120 0 08 Sep 2021
AEDA: An Easier Data Augmentation Technique for Text Classification Akbar Karimi L. Rossi Andrea Prati 44 154 0 30 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 165 3,906 0 28 Jul 2021
Generative Conversational Networks Alexandros Papangelis Karthik Gopalakrishnan Aishwarya Padmakumar Seokhwan Kim Gokhan Tur Dilek Z. Hakkani-Tür 45 18 0 15 Jun 2021
An Empirical Survey of Data Augmentation for Limited Data Learning in NLP Jiaao Chen Derek Tam Colin Raffel Joey Tianyi Zhou Diyi Yang 58 175 0 14 Jun 2021
RedditBias: A Real-World Resource for Bias Evaluation and Debiasing of Conversational Language Models Soumya Barikeri Anne Lauscher Ivan Vulić Goran Glavaš 71 180 0 07 Jun 2021
True Few-Shot Learning with Language Models Ethan Perez Douwe Kiela Kyunghyun Cho 84 431 0 24 May 2021
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 315 1,152 0 18 Apr 2021
Self-Diagnosis and Self-Debiasing: A Proposal for Reducing Corpus-Based Bias in NLP Timo Schick Sahana Udupa Hinrich Schütze 278 380 0 28 Feb 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 37 45 0 09 Feb 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 376 2,051 0 31 Dec 2020
mT5: A massively multilingual pre-trained text-to-text transformer Linting Xue Noah Constant Adam Roberts Mihir Kale Rami Al-Rfou Aditya Siddhant Aditya Barua Colin Raffel 91 2,489 0 22 Oct 2020
GenAug: Data Augmentation for Finetuning Text Generators Steven Y. Feng Varun Gangal Dongyeop Kang Teruko Mitamura Eduard H. Hovy 36 73 0 05 Oct 2020
Toxicity Detection: Does Context Really Matter? John Pavlopoulos Jeffrey Scott Sorensen Lucas Dixon Nithum Thain Ion Androutsopoulos 42 161 0 01 Jun 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 467 41,106 0 28 May 2020
Paraphrase Augmented Task-Oriented Dialog Generation Silin Gao Yichi Zhang Zhijian Ou Zhou Yu 53 87 0 16 Apr 2020
Strength from Weakness: Fast Learning Using Weak Supervision Joshua Robinson Stefanie Jegelka S. Sra 52 32 0 19 Feb 2020
Multilingual Denoising Pre-training for Neural Machine Translation Yinhan Liu Jiatao Gu Naman Goyal Xian Li Sergey Edunov Marjan Ghazvininejad M. Lewis Luke Zettlemoyer AI4CE AIMat 99 1,786 0 22 Jan 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 235 42,038 0 03 Dec 2019
Unsupervised Cross-lingual Representation Learning at Scale Alexis Conneau Kartikay Khandelwal Naman Goyal Vishrav Chaudhary Guillaume Wenzek Francisco Guzmán Edouard Grave Myle Ott Luke Zettlemoyer Veselin Stoyanov 154 6,454 0 05 Nov 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 392 24,160 0 26 Jul 2019
Improving Neural Conversational Models with Entropy-Based Data Filtering Richard Csaky Patrik Purgai Gábor Recski 47 58 0 14 May 2019
Unsupervised Data Augmentation for Consistency Training Qizhe Xie Zihang Dai Eduard H. Hovy Minh-Thang Luong Quoc V. Le 101 2,306 0 29 Apr 2019
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks Jason W. Wei Kai Zou 76 1,931 0 31 Jan 2019
Quantifying Uncertainties in Natural Language Processing Tasks Yijun Xiao William Yang Wang UQCV BDL 60 147 0 18 Nov 2018
Cross-Lingual Transfer Learning for Multilingual Task Oriented Dialog Sebastian Schuster S. Gupta Rushin Shah M. Lewis 51 283 0 31 Oct 2018
Analyzing Uncertainty in Neural Machine Translation Myle Ott Michael Auli David Grangier MarcÁurelio Ranzato UQLM 83 272 0 28 Feb 2018
DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset Yanran Li Hui Su Xiaoyu Shen Wenjie Li Ziqiang Cao Shuzi Niu 48 1,291 0 11 Oct 2017