Zero-Shot Text Classification with Self-Training

31 October 2022

Papers citing "Zero-Shot Text Classification with Self-Training"

27 / 27 papers shown

Title
Medifact at PerAnsSumm 2025: Leveraging Lightweight Models for Perspective-Specific Summarization of Clinical Q&A Forums Nadia Saeed 36 0 0 15 Mar 2025
A Survey of Text Classification Under Class Distribution Shift Adriana Valentina Costache Silviu Florin Gheorghe Eduard Poesina Paul Irofti Radu Tudor Ionescu OOD VLM 60 0 0 18 Feb 2025
Analysis of Socially Unacceptable Discourse with Zero-shot Learning Rayane Ghilene Dimitra Niaouri Michele Linardi Julien Longhi 16 0 0 10 Sep 2024
Interactive Machine Teaching by Labeling Rules and Instances Giannis Karamanolakis Daniel J. Hsu Luis Gravano 33 0 0 08 Sep 2024
Open-world Multi-label Text Classification with Extremely Weak Supervision Xintong Li Jinya Jiang Ria Dharmani Jayanth Srinivasa Gaowen Liu Jingbo Shang VLM 21 2 0 08 Jul 2024
LLM-Generated Natural Language Meets Scaling Laws: New Explorations and Data Augmentation Methods Zhenhua Wang Guang Xu Ming Ren 27 3 0 29 Jun 2024
Self-Training for Sample-Efficient Active Learning for Text Classification with Pre-Trained Language Models Christopher Schröder Gerhard Heyer VLM 42 0 0 13 Jun 2024
Lessons from the Use of Natural Language Inference (NLI) in Requirements Engineering Tasks Mohamad Fazelnia Viktoria Koscinski Spencer Herzog Mehdi Mirakhorli 21 7 0 24 Apr 2024
Language Models for Text Classification: Is In-Context Learning Enough? A. Edwards Jose Camacho-Collados LRM 41 17 0 26 Mar 2024
TK-KNN: A Balanced Distance-Based Pseudo Labeling Approach for Semi-Supervised Intent Classification Nicholas Botzer David Vasquez Tim Weninger I. Laradji 13 0 0 17 Oct 2023
WC-SBERT: Zero-Shot Text Classification via SBERT with Self-Training for Wikipedia Categories Te-Yu Chi Y. Tang Chia-Wen Lu Qiuyue Zhang J. Jang 25 2 0 28 Jul 2023
A Simple and Effective Framework for Strict Zero-Shot Hierarchical Classification R. Bhambhoria L. Chen Xiao-Dan Zhu 13 3 0 24 May 2023
Rethinking Semi-supervised Learning with Language Models Zhengxiang Shi Francesco Tonolini Nikolaos Aletras Emine Yilmaz G. Kazai Yunlong Jiao 27 17 0 22 May 2023
A Benchmark on Extremely Weakly Supervised Text Classification: Reconcile Seed Matching and Prompting Approaches Zihan Wang Tianle Wang Dheeraj Mekala Jingbo Shang VLM 24 8 0 22 May 2023
Zero-Shot Text Classification via Self-Supervised Tuning Chaoqun Liu Wenxuan Zhang Guizhen Chen Xiaobao Wu A. Luu Chip Hong Chang Lidong Bing VLM 32 11 0 19 May 2023
ReGen: Zero-Shot Text Classification via Training Data Generation with Progressive Dense Retrieval Yue Yu Yuchen Zhuang Rongzhi Zhang Yu Meng Jiaming Shen Chao Zhang VLM 30 33 0 18 May 2023
ZARA: Improving Few-Shot Self-Rationalization for Small Language Models Wei-Lin Chen An-Zi Yen Cheng-Kuang Wu Hen-Hsen Huang Hsin-Hsi Chen ReLM LRM 22 10 0 12 May 2023
The Benefits of Label-Description Training for Zero-Shot Text Classification Lingyu Gao Debanjan Ghosh Kevin Gimpel VLM 78 11 0 03 May 2023
Don't Stop Pretraining? Make Prompt-based Fine-tuning Powerful Learner Zhengxiang Shi Aldo Lipani VLM CLL 27 21 0 02 May 2023
Generation-driven Contrastive Self-training for Zero-shot Text Classification with Instruction-following LLM Ruohong Zhang Yau-Shian Wang Yiming Yang SyDa 29 10 0 24 Apr 2023
QAID: Question Answering Inspired Few-shot Intent Detection Asaf Yehudai Matan Vetzler Y. Mass Koren Lazar Doron Cohen Boaz Carmeli 8 7 0 02 Mar 2023
Empowering Sentence Encoders with Prompting and Label Retrieval for Zero-shot Text Classification Jimin Hong Jungsoo Park Daeyoung Kim Seongjae Choi Bokyung Son Jaewoo Kang 19 3 0 20 Dec 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 211 1,656 0 15 Oct 2021
Weakly-supervised Text Classification Based on Keyword Graph Lu Zhang Jiandong Ding Yi Xu Yingyao Liu Shuigeng Zhou OffRL OOD 36 56 0 06 Oct 2021
FLEX: Unifying Evaluation for Few-Shot NLP Jonathan Bragg Arman Cohan Kyle Lo Iz Beltagy 197 104 0 15 Jul 2021
Ask2Transformers: Zero-Shot Domain labelling with Pre-trained Language Models Oscar Sainz German Rigau VLM 32 21 0 07 Jan 2021
Confidence Regularized Self-Training Yang Zou Zhiding Yu Xiaofeng Liu B. Kumar Jinsong Wang 216 789 0 26 Aug 2019