A Benchmark on Extremely Weakly Supervised Text Classification:
Reconcile Seed Matching and Prompting Approaches

A Benchmark on Extremely Weakly Supervised Text Classification: Reconcile Seed Matching and Prompting Approaches

22 May 2023

Tianle Wang

Papers citing "A Benchmark on Extremely Weakly Supervised Text Classification: Reconcile Seed Matching and Prompting Approaches"

13 / 13 papers shown

Title
Text Grafting: Near-Distribution Weak Supervision for Minority Classes in Text Classification Letian Peng Yi Gu Chengyu Dong Zihan Wang Jingbo Shang 32 0 0 17 Jun 2024
Incubating Text Classifiers Following User Instruction with Nothing but LLM Letian Peng Jingbo Shang 43 3 0 16 Apr 2024
RulePrompt: Weakly Supervised Text Classification with Prompting PLMs and Self-Iterative Logical Rules Miaomiao Li Jiaqi Zhu Yang Wang Yi Yang Yilin Li Hongan Wang LRM 35 4 0 05 Mar 2024
Less than One-shot: Named Entity Recognition via Extremely Weak Supervision Letian Peng Zihan Wang Jingbo Shang 38 3 0 06 Nov 2023
Weakly-Supervised Scientific Document Classification via Retrieval-Augmented Multi-Stage Training Ran Xu Yue Yu Joyce C. Ho Carl Yang 47 21 0 12 Jun 2023
Prototypical Calibration for Few-shot Learning of Language Models Zhixiong Han Y. Hao Li Dong Yutao Sun Furu Wei 175 52 0 20 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 313 11,953 0 04 Mar 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 213 1,657 0 15 Oct 2021
Weakly-supervised Text Classification Based on Keyword Graph Lu Zhang Jiandong Ding Yi Xu Yingyao Liu Shuigeng Zhou OffRL OOD 42 56 0 06 Oct 2021
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 279 1,121 0 18 Apr 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,919 0 31 Dec 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,588 0 21 Jan 2020
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,959 0 20 Apr 2018