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Few-Shot Intent Detection via Contrastive Pre-Training and Fine-Tuning

Few-Shot Intent Detection via Contrastive Pre-Training and Fine-Tuning

13 September 2021
Jianguo Zhang
Trung Bui
Seunghyun Yoon
Xiang Chen
Zhiwei Liu
Congying Xia
Quan Hung Tran
Walter Chang
Philip Yu
    VLM
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Papers citing "Few-Shot Intent Detection via Contrastive Pre-Training and Fine-Tuning"

19 / 19 papers shown
Title
Communication-Efficient and Personalized Federated Foundation Model Fine-Tuning via Tri-Matrix Adaptation
Communication-Efficient and Personalized Federated Foundation Model Fine-Tuning via Tri-Matrix Adaptation
Y. Li
Bo Liu
Sheng Huang
Z. Zhang
Xiaotong Yuan
Richang Hong
41
0
0
31 Mar 2025
TCProF: Time-Complexity Prediction SSL Framework
TCProF: Time-Complexity Prediction SSL Framework
Joonghyuk Hahn
Hyeseon Ahn
Jungin Kim
Soohan Lim
Yo-Sub Han
37
0
0
10 Feb 2025
Is Contrasting All You Need? Contrastive Learning for the Detection and Attribution of AI-generated Text
Is Contrasting All You Need? Contrastive Learning for the Detection and Attribution of AI-generated Text
Lucio La Cava
Davide Costa
Andrea Tagarelli
DeLMO
35
2
0
12 Jul 2024
Information Type Classification with Contrastive Task-Specialized
  Sentence Encoders
Information Type Classification with Contrastive Task-Specialized Sentence Encoders
Philipp Seeberger
Tobias Bocklet
K. Riedhammer
10
1
0
18 Dec 2023
InstructTODS: Large Language Models for End-to-End Task-Oriented
  Dialogue Systems
InstructTODS: Large Language Models for End-to-End Task-Oriented Dialogue Systems
Willy Chung
Samuel Cahyawijaya
Bryan Wilie
Holy Lovenia
Pascale Fung
17
5
0
13 Oct 2023
Mask-guided BERT for Few Shot Text Classification
Mask-guided BERT for Few Shot Text Classification
Wenxiong Liao
Zheng Liu
Haixing Dai
Zihao Wu
Yiyang Zhang
...
Dajiang Zhu
Tianming Liu
Sheng R. Li
Xiang Li
Hongmin Cai
VLM
36
39
0
21 Feb 2023
Multi-Tenant Optimization For Few-Shot Task-Oriented FAQ Retrieval
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
Learning to Select from Multiple Options
Learning to Select from Multiple Options
Jiangshu Du
Wenpeng Yin
Congying Xia
Philip S. Yu
27
7
0
01 Dec 2022
Emergent Quantized Communication
Emergent Quantized Communication
Boaz Carmeli
Ron Meir
Yonatan Belinkov
MQ
AI4CE
28
8
0
04 Nov 2022
Learning Better Intent Representations for Financial Open Intent
  Classification
Learning Better Intent Representations for Financial Open Intent Classification
Xianzhi Li
Will Aitken
Xiao-Dan Zhu
Stephen W. Thomas
AIFin
4
8
0
25 Oct 2022
Whodunit? Learning to Contrast for Authorship Attribution
Whodunit? Learning to Contrast for Authorship Attribution
Bo Ai
Yuchen Wang
Yugin Tan
Samson Tan
SSL
16
15
0
23 Sep 2022
SPACE-3: Unified Dialog Model Pre-training for Task-Oriented Dialog
  Understanding and Generation
SPACE-3: Unified Dialog Model Pre-training for Task-Oriented Dialog Understanding and Generation
Wanwei He
Yinpei Dai
Min Yang
Jian Sun
Fei Huang
Luo Si
Yongbin Li
15
60
0
14 Sep 2022
Improving Fine-tuning of Self-supervised Models with Contrastive
  Initialization
Improving Fine-tuning of Self-supervised Models with Contrastive Initialization
Haolin Pan
Yong Guo
Qinyi Deng
Hao-Fan Yang
Yiqun Chen
Jian Chen
SSL
18
19
0
30 Jul 2022
New Intent Discovery with Pre-training and Contrastive Learning
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
26
40
0
25 May 2022
Improving In-Context Few-Shot Learning via Self-Supervised Training
Improving In-Context Few-Shot Learning via Self-Supervised Training
Mingda Chen
Jingfei Du
Ramakanth Pasunuru
Todor Mihaylov
Srini Iyer
Ves Stoyanov
Zornitsa Kozareva
SSL
AI4MH
27
63
0
03 May 2022
PTR: Prompt Tuning with Rules for Text Classification
PTR: Prompt Tuning with Rules for Text Classification
Xu Han
Weilin Zhao
Ning Ding
Zhiyuan Liu
Maosong Sun
VLM
33
513
0
24 May 2021
Pseudo Siamese Network for Few-shot Intent Generation
Pseudo Siamese Network for Few-shot Intent Generation
Congying Xia
Caiming Xiong
Philip Yu
ViT
58
21
0
03 May 2021
Augmenting Sequential Recommendation with Pseudo-Prior Items via
  Reversely Pre-training Transformer
Augmenting Sequential Recommendation with Pseudo-Prior Items via Reversely Pre-training Transformer
Zhiwei Liu
Ziwei Fan
Yu Wang
Philip S. Yu
109
145
0
02 May 2021
Efficient Intent Detection with Dual Sentence Encoders
Efficient Intent Detection with Dual Sentence Encoders
I. Casanueva
Tadas Temvcinas
D. Gerz
Matthew Henderson
Ivan Vulić
VLM
178
451
0
10 Mar 2020
1