Label Verbalization and Entailment for Effective Zero- and Few-Shot Relation Extraction

8 September 2021

Oscar Sainz

Oier López de Lacalle

Papers citing "Label Verbalization and Entailment for Effective Zero- and Few-Shot Relation Extraction"

31 / 31 papers shown

Title
Prompt-based Personality Profiling: Reinforcement Learning for Relevance Filtering Jan Hofmann Cornelia Sindermann Roman Klinger 109 0 0 06 Sep 2024
Entailment as Few-Shot Learner Sinong Wang Han Fang Madian Khabsa Hanzi Mao Hao Ma 73 184 0 29 Apr 2021
Re-TACRED: Addressing Shortcomings of the TACRED Dataset George Stoica Emmanouil Antonios Platanios Barnabas Poczos 80 116 0 16 Apr 2021
Document-Level Event Argument Extraction by Conditional Generation Sha Li Heng Ji Jiawei Han 65 301 0 13 Apr 2021
ZS-BERT: Towards Zero-Shot Relation Extraction with Attribute Representation Learning Chih-Yao Chen Cheng-Te Li 50 97 0 10 Apr 2021
Improving and Simplifying Pattern Exploiting Training Derek Tam Rakesh R Menon Joey Tianyi Zhou Shashank Srivastava Colin Raffel 74 151 0 22 Mar 2021
How Many Data Points is a Prompt Worth? Teven Le Scao Alexander M. Rush VLM 155 302 0 15 Mar 2021
Ask2Transformers: Zero-Shot Domain labelling with Pre-trained Language Models Oscar Sainz German Rigau VLM 50 22 0 07 Jan 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 399 1,971 0 31 Dec 2020
Unsupervised Relation Extraction from Language Models using Constrained Cloze Completion Ankur Goswami Akshata Bhat Hadar Ohana Theodoros Rekatsinas ReLM 41 17 0 14 Oct 2020
Universal Natural Language Processing with Limited Annotations: Try Few-shot Textual Entailment as a Start Wenpeng Yin Nazneen Rajani Dragomir R. Radev R. Socher Caiming Xiong 71 69 0 06 Oct 2020
LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention Ikuya Yamada Akari Asai Hiroyuki Shindo Hideaki Takeda Yuji Matsumoto 98 670 0 02 Oct 2020
It's Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners Timo Schick Hinrich Schütze 130 974 0 15 Sep 2020
DeBERTa: Decoding-enhanced BERT with Disentangled Attention Pengcheng He Xiaodong Liu Jianfeng Gao Weizhu Chen AAML 161 2,747 0 05 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 835 42,332 0 28 May 2020
TACRED Revisited: A Thorough Evaluation of the TACRED Relation Extraction Task Christoph Alt Aleksandra Gabryszak Leonhard Hennig 112 157 0 30 Apr 2020
Event Extraction by Answering (Almost) Natural Questions Xinya Du Claire Cardie 58 415 0 28 Apr 2020
K-Adapter: Infusing Knowledge into Pre-Trained Models with Adapters Ruize Wang Duyu Tang Nan Duan Zhongyu Wei Xuanjing Huang Jianshu Ji Guihong Cao Daxin Jiang Ming Zhou KELM 116 555 0 05 Feb 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 348 1,617 0 21 Jan 2020
Zero-shot Text Classification With Generative Language Models Raul Puri Bryan Catanzaro VLM 79 105 0 10 Dec 2019
Unsupervised Cross-lingual Representation Learning at Scale Alexis Conneau Kartikay Khandelwal Naman Goyal Vishrav Chaudhary Guillaume Wenzek Francisco Guzmán Edouard Grave Myle Ott Luke Zettlemoyer Veselin Stoyanov 226 6,585 0 05 Nov 2019
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension M. Lewis Yinhan Liu Naman Goyal Marjan Ghazvininejad Abdel-rahman Mohamed Omer Levy Veselin Stoyanov Luke Zettlemoyer AIMat VLM 263 10,848 0 29 Oct 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 450 20,298 0 23 Oct 2019
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Zhenzhong Lan Mingda Chen Sebastian Goodman Kevin Gimpel Piyush Sharma Radu Soricut SSL AIMat 371 6,463 0 26 Sep 2019
Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach Wenpeng Yin Jamaal Hay Dan Roth 166 548 0 31 Aug 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 671 24,528 0 26 Jul 2019
SpanBERT: Improving Pre-training by Representing and Predicting Spans Mandar Joshi Danqi Chen Yinhan Liu Daniel S. Weld Luke Zettlemoyer Omer Levy 147 1,967 0 24 Jul 2019
FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art Evaluation Xu Han Hao Zhu Pengfei Yu Ziyun Wang Yuan Yao Zhiyuan Liu Maosong Sun SLR 66 610 0 24 Oct 2018
Zero-Shot Relation Extraction via Reading Comprehension Omer Levy Minjoon Seo Eunsol Choi Luke Zettlemoyer ReLM 73 697 0 13 Jun 2017
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference Adina Williams Nikita Nangia Samuel R. Bowman 524 4,492 0 18 Apr 2017
A large annotated corpus for learning natural language inference Samuel R. Bowman Gabor Angeli Christopher Potts Christopher D. Manning 321 4,293 0 21 Aug 2015