PRBoost: Prompt-Based Rule Discovery and Boosting for Interactive Weakly-Supervised Learning

18 March 2022

Papers citing "PRBoost: Prompt-Based Rule Discovery and Boosting for Interactive Weakly-Supervised Learning"

50 / 51 papers shown

Title
Towards Enhancing Linked Data Retrieval in Conversational UIs using Large Language Models Omar Mussa Omer F. Rana Benoît Goossens Pablo Orozco-Terwengel Charith Perera 71 0 0 24 Sep 2024
Interactive Machine Teaching by Labeling Rules and Instances Giannis Karamanolakis Daniel J. Hsu Luis Gravano 52 1 0 08 Sep 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 53 4 0 05 Mar 2024
Leveraging Large Language Models for Structure Learning in Prompted Weak Supervision Jinyan Su Peilin Yu Jieyu Zhang Stephen H. Bach 44 2 0 02 Feb 2024
Local Boosting for Weakly-Supervised Learning Rongzhi Zhang Yue Yu Jiaming Shen Xiquan Cui Chao Zhang WSOL 49 3 0 05 Jun 2023
On the Limitations of Simulating Active Learning Katerina Margatina Nikolaos Aletras 67 11 0 21 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 52 37 0 18 May 2023
In-context Examples Selection for Machine Translation Sweta Agrawal Chunting Zhou M. Lewis Luke Zettlemoyer Marjan Ghazvininejad LRM 80 193 0 05 Dec 2022
A Survey of Active Learning for Natural Language Processing Zhisong Zhang Emma Strubell Eduard H. Hovy LM&MA 58 68 0 18 Oct 2022
A general-purpose material property data extraction pipeline from large polymer corpora using Natural Language Processing Pranav Shetty Arunkumar Chitteth Rajan Christopher Kuenneth Sonkakshi Gupta L. P. Panchumarti Lauren Holm Chaoran Zhang R. Ramprasad 39 67 0 27 Sep 2022
Cold-Start Data Selection for Few-shot Language Model Fine-tuning: A Prompt-Based Uncertainty Propagation Approach Yue Yu Rongzhi Zhang Ran Xu Jieyu Zhang Jiaming Shen Chao Zhang 69 21 0 15 Sep 2022
AutoWS-Bench-101: Benchmarking Automated Weak Supervision with 100 Labels Nicholas Roberts Xintong Li Tzu-Heng Huang Dyah Adila Spencer Schoenberg Chengao Liu Lauren Pick Haotian Ma Aws Albarghouthi Frederic Sala UQCV 68 7 0 30 Aug 2022
Nemo: Guiding and Contextualizing Weak Supervision for Interactive Data Programming Cheng-Yu Hsieh Jieyu Zhang Alexander Ratner 52 16 0 02 Mar 2022
A Survey on Programmatic Weak Supervision Jieyu Zhang Cheng-Yu Hsieh Yue Yu Chao Zhang Alexander Ratner 85 93 0 11 Feb 2022
P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks Xiao Liu Kaixuan Ji Yicheng Fu Weng Lam Tam Zhengxiao Du Zhilin Yang Jie Tang VLM 287 849 0 14 Oct 2021
WRENCH: A Comprehensive Benchmark for Weak Supervision Jieyu Zhang Yue Yu Yinghao Li Yujing Wang Yaming Yang Mao Yang Alexander Ratner 50 113 0 23 Sep 2021
Active Learning by Acquiring Contrastive Examples Katerina Margatina Giorgos Vernikos Loïc Barrault Nikolaos Aletras 50 188 0 08 Sep 2021
Knowledgeable Prompt-tuning: Incorporating Knowledge into Prompt Verbalizer for Text Classification Shengding Hu Ning Ding Huadong Wang Zhiyuan Liu Jingang Wang Juan-Zi Li Wei Wu Maosong Sun VLM 76 367 0 04 Aug 2021
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing Pengfei Liu Weizhe Yuan Jinlan Fu Zhengbao Jiang Hiroaki Hayashi Graham Neubig VLM SyDa 185 3,951 0 28 Jul 2021
Weakly Supervised Named Entity Tagging with Learnable Logical Rules Jiacheng Li Haibo Ding Jingbo Shang Julian McAuley Zhe Feng NAI 53 37 0 05 Jul 2021
TagRuler: Interactive Tool for Span-Level Data Programming by Demonstration Dongjin Choi Sara Evensen Çağatay Demiralp Estevam R. Hruschka 39 6 0 24 Jun 2021
BERTifying the Hidden Markov Model for Multi-Source Weakly Supervised Named Entity Recognition Yinghao Li Pranav Shetty Lu Liu Chao Zhang Le Song NoLa 41 34 0 26 May 2021
True Few-Shot Learning with Language Models Ethan Perez Douwe Kiela Kyunghyun Cho 112 437 0 24 May 2021
PTR: Prompt Tuning with Rules for Text Classification Xu Han Weilin Zhao Ning Ding Zhiyuan Liu Maosong Sun VLM 94 524 0 24 May 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 509 4,021 0 18 Apr 2021
GLaRA: Graph-based Labeling Rule Augmentation for Weakly Supervised Named Entity Recognition Xinyan Zhao Haibo Ding Z. Feng 46 23 0 13 Apr 2021
GPT Understands, Too Xiao Liu Yanan Zheng Zhengxiao Du Ming Ding Yujie Qian Zhilin Yang Jie Tang VLM 155 1,173 0 18 Mar 2021
Prefix-Tuning: Optimizing Continuous Prompts for Generation Xiang Lisa Li Percy Liang 213 4,238 0 01 Jan 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 362 1,961 0 31 Dec 2020
Interactive Weak Supervision: Learning Useful Heuristics for Data Labeling Benedikt Boecking Willie Neiswanger Eric Xing A. Dubrawski NoLa OffRL 71 69 0 11 Dec 2020
GSum: A General Framework for Guided Neural Abstractive Summarization Zi-Yi Dou Pengfei Liu Hiroaki Hayashi Zhengbao Jiang Graham Neubig 52 258 0 15 Oct 2020
Fine-Tuning Pre-trained Language Model with Weak Supervision: A Contrastive-Regularized Self-Training Approach Yue Yu Simiao Zuo Haoming Jiang Wendi Ren T. Zhao Chao Zhang AI4MH 41 133 0 15 Oct 2020
Text Classification Using Label Names Only: A Language Model Self-Training Approach Yu Meng Yunyi Zhang Jiaxin Huang Chenyan Xiong Heng Ji Chao Zhang Jiawei Han VLM 62 76 0 14 Oct 2020
SeqMix: Augmenting Active Sequence Labeling via Sequence Mixup Rongzhi Zhang Yue Yu Chao Zhang VLM 46 94 0 05 Oct 2020
It's Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners Timo Schick Hinrich Schütze 107 972 0 15 Sep 2020
BOND: BERT-Assisted Open-Domain Named Entity Recognition with Distant Supervision Chen Liang Yue Yu Haoming Jiang Siawpeng Er Ruijia Wang T. Zhao Chao Zhang OffRL 45 239 0 28 Jun 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 594 41,736 0 28 May 2020
Adaptive Rule Discovery for Labeling Text Data Sainyam Galhotra Behzad Golshan W. Tan AI4CE 34 20 0 13 May 2020
Named Entity Recognition without Labelled Data: A Weak Supervision Approach Pierre Lison A. Hubin Jeremy Barnes Samia Touileb 46 112 0 30 Apr 2020
Learning from Rules Generalizing Labeled Exemplars Abhijeet Awasthi Sabyasachi Ghosh Rasna Goyal Sunita Sarawagi 55 86 0 13 Apr 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 326 1,613 0 21 Jan 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 349 42,299 0 03 Dec 2019
NERO: A Neural Rule Grounding Framework for Label-Efficient Relation Extraction Wenxuan Zhou Hongtao Lin Bill Yuchen Lin Ziqi Wang Junyi Du Leonardo Neves Xiang Ren NAI 65 54 0 05 Sep 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 512 24,351 0 26 Jul 2019
BioBERT: a pre-trained biomedical language representation model for biomedical text mining Jinhyuk Lee Wonjin Yoon Sungdong Kim Donghyeon Kim Sunkyu Kim Chan Ho So Jaewoo Kang OOD 137 5,628 0 25 Jan 2019
Training Classifiers with Natural Language Explanations Braden Hancock P. Varma Stephanie Wang Martin Bringmann Percy Liang Christopher Ré FAtt 56 154 0 10 May 2018
Snorkel: Rapid Training Data Creation with Weak Supervision Alexander Ratner Stephen H. Bach Henry R. Ehrenberg Jason Alan Fries Sen Wu Christopher Ré 73 1,024 0 28 Nov 2017
Deep Active Learning for Named Entity Recognition Yanyao Shen Hyokun Yun Zachary Chase Lipton Y. Kronrod Anima Anandkumar HAI 79 456 0 19 Jul 2017
Harnessing Deep Neural Networks with Logic Rules Zhiting Hu Xuezhe Ma Zhengzhong Liu Eduard H. Hovy Eric Xing AI4CE NAI 42 612 0 21 Mar 2016
Unsupervised Deep Embedding for Clustering Analysis Junyuan Xie Ross B. Girshick Ali Farhadi SSL 79 2,865 0 19 Nov 2015