Exploring Zero and Few-shot Techniques for Intent Classification

Exploring Zero and Few-shot Techniques for Intent Classification

11 May 2023

Prashil Tumbade

Papers citing "Exploring Zero and Few-shot Techniques for Intent Classification"

15 / 15 papers shown

Title
GenCLS++: Pushing the Boundaries of Generative Classification in LLMs Through Comprehensive SFT and RL Studies Across Diverse Datasets Mingqian He Fei Zhao Chonggang Lu Zichen Liu Yishuo Wang Haofu Qian OffRL AI4TS VLM 72 0 0 28 Apr 2025
PFDial: A Structured Dialogue Instruction Fine-tuning Method Based on UML Flowcharts Ming Zhang Yansen Wang Yujiong Shen Tingyi Yang Changhao Jiang ... Tao Liang Guojun Ma Qi Zhang Tao Gui Xuanjing Huang 63 0 0 09 Mar 2025
CALICO: Conversational Agent Localization via Synthetic Data Generation Andy Rosenbaum Pegah Kharazmi Ershad Banijamali Lu Zeng Christopher DiPersio ... Gokmen Oz Clement Chung Karolina Owczarzak Fabian Triefenbach Wael Hamza SyDa 94 0 0 06 Dec 2024
A Survey of Ontology Expansion for Conversational Understanding Jinggui Liang Yuxia Wu Yuan Fang Hao Fei Lizi Liao 35 1 0 19 Oct 2024
Intent Classification for Bank Chatbots through LLM Fine-Tuning Bibiána Lajcinová Patrik Valábek Michal Spisiak 24 0 0 07 Oct 2024
Are Large Language Models Good Classifiers? A Study on Edit Intent Classification in Scientific Document Revisions Qian Ruan Ilia Kuznetsov Iryna Gurevych 45 2 0 02 Oct 2024
Practical token pruning for foundation models in few-shot conversational virtual assistant systems Haode Qi Cheng Qian Jian Ni Pratyush Singh Reza Fazeli Gengyu Wang Zhongzheng Shu Eric Wayne Juergen Bross 32 0 0 21 Aug 2024
Domain Adaptable Prescriptive AI Agent for Enterprise Piero Orderique Wei-Ju Sun Kristjan Greenewald 28 1 0 29 Jul 2024
Controllable and Diverse Data Augmentation with Large Language Model for Low-Resource Open-Domain Dialogue Generation Zhenhua Liu Tong Zhu Jianxiang Xiang Wenliang Chen 46 2 0 30 Mar 2024
ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler Paramita Mirza Viju Sudhi S. Sahoo Sinchana Ramakanth Bhat 38 4 0 26 Mar 2024
A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems Zihao Yi Jiarui Ouyang Yuwen Liu Tianhao Liao Zhe Xu Ying Shen LLMAG LRM 67 60 0 28 Feb 2024
User Modeling in the Era of Large Language Models: Current Research and Future Directions Zhaoxuan Tan Meng Jiang 32 8 0 11 Dec 2023
Prompted Zero-Shot Multi-label Classification of Factual Incorrectness in Machine-Generated Summaries Aniket Deroy Subhankar Maity Saptarshi Ghosh 27 5 0 02 Dec 2023
End-to-end Task-oriented Dialogue: A Survey of Tasks, Methods, and Future Directions Libo Qin Wenbo Pan Qiguang Chen Lizi Liao Zhou Yu Yue Zhang Wanxiang Che Min Li 34 11 0 15 Nov 2023
Z-BERT-A: a zero-shot Pipeline for Unknown Intent detection Daniele Comi Dimitrios Christofidellis Pier Francesco Piazza Matteo Manica 32 3 0 15 Aug 2022