Effectiveness of Pre-training for Few-shot Intent Classification

Effectiveness of Pre-training for Few-shot Intent Classification

13 September 2021

Xiao-Ming Wu

Albert Y. S. Lam

Papers citing "Effectiveness of Pre-training for Few-shot Intent Classification"

12 / 12 papers shown

Title
LANID: LLM-assisted New Intent Discovery Lu Fan Jiashu Pu Rongsheng Zhang Xiao-Ming Wu 55 1 0 31 Mar 2025
Towards A Holistic Landscape of Situated Theory of Mind in Large Language Models Ziqiao Ma Jacob Sansom Run Peng Joyce Chai 47 16 0 30 Oct 2023
IDAS: Intent Discovery with Abstractive Summarization Maarten De Raedt Fréderic Godin Thomas Demeester Chris Develder 37 16 0 31 May 2023
Intent Induction from Conversations for Task-Oriented Dialogue Track at DSTC 11 James Gung Raphael Shu Emily Moeng Wesley Rose Salvatore Romeo Yassine Benajiba Arshit Gupta Saab Mansour Yi Zhang 23 8 0 25 Apr 2023
Bringing the State-of-the-Art to Customers: A Neural Agent Assistant Framework for Customer Service Support Stephen Obadinma Faiza Khan Khattak Shi Wang Tania Sidhom Elaine Lau ... Jaswinder Narain D. Pandya Xiao-Dan Zhu Frank Rudzicz Elham Dolatabadi AI4TS 24 3 0 07 Feb 2023
Multi-Tenant Optimization For Few-Shot Task-Oriented FAQ Retrieval Asha Vishwanathan R. Warrier G. V. Suresh Chandrashekhar Kandpal 11 2 0 25 Jan 2023
Less is More: Parameter-Free Text Classification with Gzip Zhiying Jiang Matthew Y. R. Yang Mikhail Tsirlin Raphael Tang Jimmy Lin AI4CE 13 9 0 19 Dec 2022
State-of-the-art generalisation research in NLP: A taxonomy and review Dieuwke Hupkes Mario Giulianelli Verna Dankers Mikel Artetxe Yanai Elazar ... Leila Khalatbari Maria Ryskina Rita Frieske Ryan Cotterell Zhijing Jin 116 93 0 06 Oct 2022
Improving the Sample Efficiency of Prompt Tuning with Domain Adaptation Xu Guo Boyang Albert Li Han Yu VLM 39 22 0 06 Oct 2022
New Intent Discovery with Pre-training and Contrastive Learning Yuwei Zhang Haode Zhang Li-Ming Zhan Albert Y.S. Lam Albert Y. S. Lam SSL VLM 45 41 0 25 May 2022
NLU++: A Multi-Label, Slot-Rich, Generalisable Dataset for Natural Language Understanding in Task-Oriented Dialogue I. Casanueva Ivan Vulić Georgios P. Spithourakis Paweł Budzianowski 29 10 0 27 Apr 2022
Efficient Intent Detection with Dual Sentence Encoders I. Casanueva Tadas Temvcinas D. Gerz Matthew Henderson Ivan Vulić VLM 180 453 0 10 Mar 2020