Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System

24 April 2021

Philip Yu

Papers citing "Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System"

27 / 27 papers shown

Title
Graph-based Retrieval Augmented Generation for Dynamic Few-shot Text Classification Yubo Wang Haoyang Li Fei Teng Lei Chen 91 1 0 17 Feb 2025
A Pointer Network-based Approach for Joint Extraction and Detection of Multi-Label Multi-Class Intents Ankan Mullick Sombit Bose Abhilash Nandy G. Chaitanya Pawan Goyal 24 0 0 29 Oct 2024
Towards Lifelong Learning of Large Language Models: A Survey Junhao Zheng Shengjie Qiu Chengming Shi Qianli Ma KELM CLL 28 14 0 10 Jun 2024
Intent Detection and Entity Extraction from BioMedical Literature Ankan Mullick Mukur Gupta Pawan Goyal MedIm 27 1 0 04 Apr 2024
Domain Adaptation in Intent Classification Systems: A Review Jesse Atuhurra Hidetaka Kamigaito Taro Watanabe Eric Nichols 35 0 0 26 Mar 2024
All Labels Together: Low-shot Intent Detection with an Efficient Label Semantic Encoding Paradigm Jiangshu Du Congying Xia Wenpeng Yin Tingting Liang Philip S. Yu VLM 24 0 0 07 Sep 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 16 8 0 08 Jun 2023
Large Language Model Instruction Following: A Survey of Progresses and Challenges Renze Lou Kai Zhang Wenpeng Yin ALM LRM 27 20 0 18 Mar 2023
Intent Identification and Entity Extraction for Healthcare Queries in Indic Languages Ankan Mullick Ishani Mondal Sourjyadip Ray R. Raghav G. Chaitanya Pawan Goyal 21 13 0 19 Feb 2023
What do Language Models know about word senses? Zero-Shot WSD with Language Models and Domain Inventories Oscar Sainz Oier López de Lacalle Eneko Agirre German Rigau 25 6 0 07 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 30 596 0 31 Jan 2023
Learning to Select from Multiple Options Jiangshu Du Wenpeng Yin Congying Xia Philip S. Yu 27 7 0 01 Dec 2022
Continual Learning of Natural Language Processing Tasks: A Survey Zixuan Ke Bin Liu KELM CLL VLM 19 67 0 23 Nov 2022
OpenStance: Real-world Zero-shot Stance Detection Hanzi Xu Slobodan Vučetić Wenpeng Yin 22 19 0 25 Oct 2022
ConEntail: An Entailment-based Framework for Universal Zero and Few Shot Classification with Supervised Contrastive Pretraining H. Zhang Aysa Xuemo Fan Rui Zhang VLM 34 3 0 14 Oct 2022
Continual Training of Language Models for Few-Shot Learning Zixuan Ke Haowei Lin Yijia Shao Hu Xu Lei Shu Bin Liu KELM BDL CLL 85 34 0 11 Oct 2022
Few-shot Incremental Event Detection Hao Wang Hanwen Shi Jianyong Duan 11 2 0 05 Sep 2022
Fine-tuning Pre-trained Language Models for Few-shot Intent Detection: Supervised Pre-training and Isotropization Haode Zhang Haowen Liang Yuwei Zhang Li-Ming Zhan Xiao-Ming Wu Xiaolei Lu Albert Y. S. Lam 11 28 0 15 May 2022
A Framework to Generate High-Quality Datapoints for Multiple Novel Intent Detection Ankan Mullick Sukannya Purkayastha Pawan Goyal Niloy Ganguly 6 5 0 04 May 2022
ConTinTin: Continual Learning from Task Instructions Wenpeng Yin Jia Li Caiming Xiong CLL 19 29 0 16 Mar 2022
Memory Efficient Continual Learning with Transformers B. Ermiş Giovanni Zappella Martin Wistuba Aditya Rawal Cédric Archambeau CLL 19 42 0 09 Mar 2022
Meta-learning via Language Model In-context Tuning Yanda Chen Ruiqi Zhong Sheng Zha George Karypis He He 221 156 0 15 Oct 2021
Few-Shot Intent Detection via Contrastive Pre-Training and Fine-Tuning Jianguo Zhang Trung Bui Seunghyun Yoon Xiang Chen Zhiwei Liu Congying Xia Quan Hung Tran Walter Chang Philip Yu VLM 15 87 0 13 Sep 2021
Unsupervised Out-of-Domain Detection via Pre-trained Transformers Keyang Xu Tongzheng Ren Shikun Zhang Yihao Feng Caiming Xiong ViT 14 39 0 02 Jun 2021
Pseudo Siamese Network for Few-shot Intent Generation Congying Xia Caiming Xiong Philip Yu ViT 53 21 0 03 May 2021
Efficient Intent Detection with Dual Sentence Encoders I. Casanueva Tadas Temvcinas D. Gerz Matthew Henderson Ivan Vulić VLM 178 451 0 10 Mar 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,586 0 21 Jan 2020