Data Augmentation for Intent Classification with Off-the-shelf Large
Language Models

Data Augmentation for Intent Classification with Off-the-shelf Large Language Models

5 April 2022

Pau Rodríguez López

Parmida Atighehchian

David Vazquez

Dzmitry Bahdanau

Papers citing "Data Augmentation for Intent Classification with Off-the-shelf Large Language Models"

14 / 14 papers shown

Title
Edisum: Summarizing and Explaining Wikipedia Edits at Scale Marija Sakota Isaac Johnson Guosheng Feng Robert West SyDa KELM 48 2 0 04 Apr 2024
GPTA: Generative Prompt Tuning Assistant for Synergistic Downstream Neural Network Enhancement with LLMs Xiao Liu Jiawei Zhang 46 0 0 29 Mar 2024
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 28 9 0 18 Feb 2024
ICL Markup: Structuring In-Context Learning using Soft-Token Tags Marc-Etienne Brunet Ashton Anderson R. Zemel 38 4 0 12 Dec 2023
Steering Language Generation: Harnessing Contrastive Expert Guidance and Negative Prompting for Coherent and Diverse Synthetic Data Generation Charles OÑeill Y. Ting 丁 I. Ciucă Jack Miller Thang Bui SyDa 44 1 0 15 Aug 2023
Increasing Diversity While Maintaining Accuracy: Text Data Generation with Large Language Models and Human Interventions John Joon Young Chung Ece Kamar Saleema Amershi ALM 44 113 0 07 Jun 2023
Language Models are Causal Knowledge Extractors for Zero-shot Video Question Answering Hung-Ting Su Yulei Niu Xudong Lin Winston H. Hsu Shih-Fu Chang VGen ELM 34 6 0 07 Apr 2023
CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Ge Li Hasan Hammoud Hani Itani Dmitrii Khizbullin Guohao Li SyDa ALM 52 413 0 31 Mar 2023
Pre-Finetuning for Few-Shot Emotional Speech Recognition Maximillian Chen Zhou Yu 40 3 0 24 Feb 2023
Weakly Supervised Data Augmentation Through Prompting for Dialogue Understanding Maximillian Chen Alexandros Papangelis Chenyang Tao Andrew Rosenbaum Seokhwan Kim Yang Liu Zhou Yu Dilek Z. Hakkani-Tür 44 33 0 25 Oct 2022
LINGUIST: Language Model Instruction Tuning to Generate Annotated Utterances for Intent Classification and Slot Tagging Andrew Rosenbaum Saleh Soltan Wael Hamza Yannick Versley M. Boese 29 43 0 20 Sep 2022
Efficient Intent Detection with Dual Sentence Encoders I. Casanueva Tadas Temvcinas D. Gerz Matthew Henderson Ivan Vulić VLM 180 454 0 10 Mar 2020
Data Augmentation using Pre-trained Transformer Models Varun Kumar Ashutosh Choudhary Eunah Cho VLM 216 315 0 04 Mar 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,591 0 21 Jan 2020