Pre-trained Language Models Can be Fully Zero-Shot Learners

14 December 2022

Lei Li

Papers citing "Pre-trained Language Models Can be Fully Zero-Shot Learners"

24 / 24 papers shown

Title
Manual Verbalizer Enrichment for Few-Shot Text Classification Quang Anh Nguyen Nadi Tomeh M. Lebbah Thierry Charnois Hanene Azzag Santiago Cordoba Muñoz VLM 30 0 0 08 Oct 2024
SciPrompt: Knowledge-augmented Prompting for Fine-grained Categorization of Scientific Topics Zhiwen You Kanyao Han Haotian Zhu Bertram Ludäscher Jana Diesner 28 1 0 02 Oct 2024
T3: A Novel Zero-shot Transfer Learning Framework Iteratively Training on an Assistant Task for a Target Task Xindi Tong Yujin Zhu Shijian Fan Liang Xu 56 1 0 26 Sep 2024
LumberChunker: Long-Form Narrative Document Segmentation André V. Duarte Joao Marques Miguel Graça M. Freire Lei Li Arlindo L. Oliveira 30 4 0 25 Jun 2024
A LLM-Based Ranking Method for the Evaluation of Automatic Counter-Narrative Generation I. Zubiaga A. Soroa Rodrigo Agerri 34 4 0 21 Jun 2024
Text Grafting: Near-Distribution Weak Supervision for Minority Classes in Text Classification Letian Peng Yi Gu Chengyu Dong Zihan Wang Jingbo Shang 24 0 0 17 Jun 2024
Enabling Natural Zero-Shot Prompting on Encoder Models via Statement-Tuning A. Elshabrawy Yongix Huang Iryna Gurevych Alham Fikri Aji 35 0 0 19 Apr 2024
Small Language Models are Good Too: An Empirical Study of Zero-Shot Classification Pierre Lepagnol Thomas Gerald Sahar Ghannay Christophe Servan Sophie Rosset 47 7 0 17 Apr 2024
Incubating Text Classifiers Following User Instruction with Nothing but LLM Letian Peng Jingbo Shang 38 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
TELEClass: Taxonomy Enrichment and LLM-Enhanced Hierarchical Text Classification with Minimal Supervision Yunyi Zhang Ruozhen Yang Xueqiang Xu Rui Li Jinfeng Xiao Jiaming Shen Jiawei Han 45 10 0 29 Feb 2024
Leak, Cheat, Repeat: Data Contamination and Evaluation Malpractices in Closed-Source LLMs Simone Balloccu Patrícia Schmidtová Mateusz Lango Ondrej Dusek SILM ELM PILM 21 155 0 06 Feb 2024
Zero-shot Retrieval: Augmenting Pre-trained Models with Search Engines Hamed Damirchi Cristian Rodriguez-Opazo Ehsan Abbasnejad Damien Teney Javen Qinfeng Shi Stephen Gould A. Hengel VLM 35 0 0 29 Nov 2023
Less than One-shot: Named Entity Recognition via Extremely Weak Supervision Letian Peng Zihan Wang Jingbo Shang 38 3 0 06 Nov 2023
Universal Self-Adaptive Prompting Xingchen Wan Ruoxi Sun Hootan Nakhost H. Dai Julian Martin Eisenschlos Sercan Ö. Arik Tomas Pfister LRM 36 9 0 24 May 2023
Debiasing Made State-of-the-art: Revisiting the Simple Seed-based Weak Supervision for Text Classification Chengyu Dong Zihan Wang Jingbo Shang 18 4 0 24 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 26 8 0 22 May 2023
Self-Instruct: Aligning Language Models with Self-Generated Instructions Yizhong Wang Yeganeh Kordi Swaroop Mishra Alisa Liu Noah A. Smith Daniel Khashabi Hannaneh Hajishirzi ALM SyDa LRM 22 2,055 0 20 Dec 2022
Beyond Prompting: Making Pre-trained Language Models Better Zero-shot Learners by Clustering Representations Yu Fei Ping Nie Zhao Meng Roger Wattenhofer Mrinmaya Sachan VLM 47 20 0 29 Oct 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 355 8,457 0 28 Jan 2022
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,918 0 31 Dec 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,587 0 21 Jan 2020
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 415 2,584 0 03 Sep 2019
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 6,956 0 20 Apr 2018