Few-shot Intent Classification and Slot Filling with Retrieved Examples

12 April 2021

Dian Yu

Luheng He

Yuan Zhang

Xinya Du

Papers citing "Few-shot Intent Classification and Slot Filling with Retrieved Examples"

32 / 32 papers shown

Title
REIC: RAG-Enhanced Intent Classification at Scale Ziji Zhang Michael Yang Zhiyu Chen Yingying Zhuang S. Pi Qun Liu Rajashekar Maragoud Vy Nguyen Anurag Beniwal 37 0 0 30 May 2025
Intent Classification on Low-Resource Languages with Query Similarity Search Arjun Bhalla Qi Huang 22 0 0 23 May 2025
Controllable and Diverse Data Augmentation with Large Language Model for Low-Resource Open-Domain Dialogue Generation Zhenhua Liu Tong Zhu Jianxiang Xiang Wenliang Chen 120 3 0 30 Mar 2024
Robust Few-Shot Named Entity Recognition with Boundary Discrimination and Correlation Purification Xiaojun Xue Chunxia Zhang Tianxiang Xu Zhendong Niu 81 3 0 13 Dec 2023
Unifying Token and Span Level Supervisions for Few-Shot Sequence Labeling Zifeng Cheng Qingyu Zhou Zhiwei Jiang Xuemin Zhao Yunbo Cao Qing Gu 85 3 0 16 Jul 2023
Revisit Few-shot Intent Classification with PLMs: Direct Fine-tuning vs. Continual Pre-training Haode Zhang Haowen Liang Li-Ming Zhan Xiao-Ming Wu Albert Y. S. Lam VLM 83 8 0 08 Jun 2023
Measuring and Mitigating Constraint Violations of In-Context Learning for Utterance-to-API Semantic Parsing Shufan Wang Sébastien Jean Sailik Sengupta James Gung Nikolaos Pappas Yi Zhang 75 6 0 24 May 2023
TaDSE: Template-aware Dialogue Sentence Embeddings Min Sik Oh Jiwei Li Guoyin Wang 97 2 0 23 May 2023
PromptNER: A Prompting Method for Few-shot Named Entity Recognition via k Nearest Neighbor Search Mozhi Zhang Hang Yan Yaqian Zhou Xipeng Qiu 76 10 0 20 May 2023
SGP-TOD: Building Task Bots Effortlessly via Schema-Guided LLM Prompting Xiaoying Zhang Baolin Peng Kun Li Jingyan Zhou Helen M. Meng 139 46 0 15 May 2023
Exploring Zero and Few-shot Techniques for Intent Classification S. Parikh Quaizar Vohra Prashil Tumbade Mitul Tiwari 114 33 0 11 May 2023
Towards Zero-Shot Frame Semantic Parsing with Task Agnostic Ontologies and Simple Labels D. Ribeiro Omid Abdar Jack Goetz Mike Ross Annie Dong Ken Forbus A. Mohamed 69 2 0 05 May 2023
Causal Interventions-based Few-Shot Named Entity Recognition Zhen Yang Yongbin Liu Chunping Ouyang CML 71 0 0 03 May 2023
Dialog-to-Actions: Building Task-Oriented Dialogue System via Action-Level Generation Yuncheng Hua Xiangyu Xi Zhengsong Jiang Guanwei Zhang Chaobo Sun Guanglu Wan Wei Ye LLMAG 53 1 0 03 Apr 2023
Multi-Stage Coarse-to-Fine Contrastive Learning for Conversation Intent Induction Caiyuan Chu Ya Li Yifan Liu Jia-Chen Gu Quan Liu Yongxin Ge Guoping Hu 99 0 0 09 Mar 2023
Selective In-Context Data Augmentation for Intent Detection using Pointwise V-Information Yen-Ting Lin Alexandros Papangelis Seokhwan Kim Sungjin Lee Devamanyu Hazarika Mahdi Namazifar Di Jin Yang Liu Dilek Z. Hakkani-Tür 84 37 0 10 Feb 2023
Low-Resource Compositional Semantic Parsing with Concept Pretraining Subendhu Rongali Mukund Sridhar Haidar Khan Konstantine Arkoudas Wael Hamza Andrew McCallum 80 1 0 24 Jan 2023
Knowledge-grounded Dialog State Tracking Dian Yu Mingqiu Wang Yuan Cao Izhak Shafran Laurent El Shafey H. Soltau BDL 85 3 0 13 Oct 2022
Controllable Dialogue Simulation with In-Context Learning Zekun Li Wenhu Chen Shiyang Li Hong Wang Jingu Qian Xi Yan 215 47 0 09 Oct 2022
Label-enhanced Prototypical Network with Contrastive Learning for Multi-label Few-shot Aspect Category Detection Han Liu Feng Zhang Xiaotong Zhang Siyang Zhao Ju Sun Hong Yu Xianchao Zhang 101 24 0 14 Jun 2022
A Simple Meta-learning Paradigm for Zero-shot Intent Classification with Mixture Attention Mechanism Han Liu Siyang Zhao Xiaotong Zhang Feng Zhang Ju Sun Hong Yu Xianchao Zhang VLM 73 11 0 05 Jun 2022
Learning Dialogue Representations from Consecutive Utterances Zhihan Zhou Dejiao Zhang Wei Xiao Nicholas Dingwall Xiaofei Ma Andrew O. Arnold Bing Xiang SSL 115 22 0 26 May 2022
A Low-Cost, Controllable and Interpretable Task-Oriented Chatbot: With Real-World After-Sale Services as Example Xiangyu Xi Chenxu Lv Yuncheng Hua Wei Ye Chaobo Sun Shuaipeng Liu Fan Yang Guanglu Wan 139 1 0 13 May 2022
Unsupervised Slot Schema Induction for Task-oriented Dialog Dian Yu Mingqiu Wang Yuan Cao Izhak Shafran Laurent El Shafey H. Soltau 71 13 0 09 May 2022
Label Semantic Aware Pre-training for Few-shot Text Classification Aaron Mueller Jason Krone Salvatore Romeo Saab Mansour Elman Mansimov Yi Zhang Dan Roth VLM 67 38 0 14 Apr 2022
Decomposed Meta-Learning for Few-Shot Named Entity Recognition Tingting Ma Huiqiang Jiang Qianhui Wu Tiejun Zhao Chin-Yew Lin 77 63 0 12 Apr 2022
Inverse is Better! Fast and Accurate Prompt for Few-shot Slot Tagging Yutai Hou Cheng Chen Xianzhen Luo Yue Liu Wanxiang Che BDL 75 22 0 02 Apr 2022
In-Context Learning for Few-Shot Dialogue State Tracking Yushi Hu Chia-Hsuan Lee Tianbao Xie Tao Yu Noah A. Smith Mari Ostendorf BDL 103 60 0 16 Mar 2022
Few-Shot NLU with Vector Projection Distance and Abstract Triangular CRF Su Zhu Lu Chen Ruisheng Cao Zhi Chen Qingliang Miao Kai Yu 54 2 0 09 Dec 2021
An Explicit-Joint and Supervised-Contrastive Learning Framework for Few-Shot Intent Classification and Slot Filling Han Liu Feng Zhang Xiaotong Zhang Siyan Zhao Xianchao Zhang 107 19 0 26 Oct 2021
Controllable Semantic Parsing via Retrieval Augmentation Panupong Pasupat Yuan Zhang Kelvin Guu 206 48 0 16 Oct 2021
An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling Peiyi Wang Runxin Xu Tianyu Liu Qingyu Zhou Yunbo Cao Baobao Chang Zhifang Sui 118 62 0 27 Sep 2021