Meta In-Context Learning Makes Large Language Models Better Zero and Few-Shot Relation Extractors

27 April 2024

Papers citing "Meta In-Context Learning Makes Large Language Models Better Zero and Few-Shot Relation Extractors"

45 / 45 papers shown

Title
Towards Continual Knowledge Graph Embedding via Incremental Distillation Jiajun Liu Wenjun Ke Peng Wang Ziyu Shang Jinhua Gao Guozheng Li Ke Ji Yanhe Liu CLL 29 15 0 07 May 2024
Unlocking Instructive In-Context Learning with Tabular Prompting for Relational Triple Extraction Guozheng Li Wenjun Ke Peng Wang Zijie Xu Ke Ji Jiajun Liu Ziyu Shang Qiqing Luo 19 9 0 21 Feb 2024
Chain of Thought with Explicit Evidence Reasoning for Few-shot Relation Extraction Xilai Ma Jing Li Min Zhang ReLM LRM 52 21 0 10 Nov 2023
Revisiting Large Language Models as Zero-shot Relation Extractors Guozheng Li Peng Wang Wenjun Ke KELM LRM ReLM 100 28 0 08 Oct 2023
Mutually Guided Few-shot Learning for Relational Triple Extraction Chengmei Yang Shuai Jiang Bowei He Chen Ma Lianghua He 72 2 0 23 Jun 2023
RE-Matching: A Fine-Grained Semantic Matching Method for Zero-Shot Relation Extraction Jun Zhao Wenyu Zhan Xin Zhao Qi Zhang Tao Gui Zhongyu Wei Junzhe Wang Minlong Peng Mingming Sun 58 19 0 08 Jun 2023
Hierarchical Verbalizer for Few-Shot Hierarchical Text Classification Kexi Ji Yixin Lian Jingsheng Gao Baoyuan Wang VLM 61 21 0 26 May 2023
GPT-RE: In-context Learning for Relation Extraction using Large Language Models Michele Focchi Fei Cheng Zhuoyuan Mao Qianying Liu Haiyue Song Jiwei Li Sadao Kurohashi LRM 77 90 0 03 May 2023
Generative Meta-Learning for Zero-Shot Relation Triplet Extraction Wanli Li T. Qian Yi Song Zeyu Zhang Jiawei Li Zhuang Chen Lixin Zou 104 1 0 03 May 2023
InstructUIE: Multi-task Instruction Tuning for Unified Information Extraction Xiao Wang Wei Zhou Can Zu Han Xia Tianze Chen ... Tao Gui Jihua Kang J. Yang Siyuan Li Chunsai Du 54 151 0 17 Apr 2023
Large Language Model Is Not a Good Few-shot Information Extractor, but a Good Reranker for Hard Samples! Yubo Ma Yixin Cao YongChing Hong Aixin Sun RALM 115 150 0 15 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 499 12,840 0 27 Feb 2023
Zero-shot Triplet Extraction by Template Infilling Bosung Kim Hayate Iso Nikita Bhutani Estevam R. Hruschka Ndapandula Nakashole Tom Mitchell ViT 29 10 0 21 Dec 2022
Better Few-Shot Relation Extraction with Label Prompt Dropout Peiyuan Zhang Wei Lu VLM 32 24 0 25 Oct 2022
Large Language Models are Few-Shot Clinical Information Extractors Monica Agrawal S. Hegselmann Hunter Lang Yoon Kim David Sontag BDL LM&MA 193 343 0 25 May 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 381 4,077 0 24 May 2022
DeepStruct: Pretraining of Language Models for Structure Prediction Chenguang Wang Xiao Liu Zui Chen Haoyun Hong Jie Tang Dawn Song 247 67 0 21 May 2022
FastRE: Towards Fast Relation Extraction with Convolutional Encoder and Improved Cascade Binary Tagging Framework Guozheng Li Xu Chen Peng Wang Jiafeng Xie Qiqing Luo ViT 56 12 0 05 May 2022
RelationPrompt: Leveraging Prompts to Generate Synthetic Data for Zero-Shot Relation Triplet Extraction Yew Ken Chia Lidong Bing Soujanya Poria Luo Si 26 104 0 17 Mar 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 522 9,009 0 28 Jan 2022
MetaICL: Learning to Learn In Context Sewon Min M. Lewis Luke Zettlemoyer Hannaneh Hajishirzi LRM 164 483 0 29 Oct 2021
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 290 1,679 0 15 Oct 2021
Meta-learning via Language Model In-context Tuning Yanda Chen Ruiqi Zhong Sheng Zha George Karypis He He 270 160 0 15 Oct 2021
Exploring Task Difficulty for Few-Shot Relation Extraction Jiale Han Bo Cheng Wei Lu 32 75 0 12 Sep 2021
Label Verbalization and Entailment for Effective Zero- and Few-Shot Relation Extraction Oscar Sainz Oier López de Lacalle Gorka Labaka Ander Barrena Eneko Agirre 16 117 0 08 Sep 2021
Finetuned Language Models Are Zero-Shot Learners Jason W. Wei Maarten Bosma Vincent Zhao Kelvin Guu Adams Wei Yu Brian Lester Nan Du Andrew M. Dai Quoc V. Le ALM UQCV 51 3,678 0 03 Sep 2021
Cross-Task Generalization via Natural Language Crowdsourcing Instructions Swaroop Mishra Daniel Khashabi Chitta Baral Hannaneh Hajishirzi LRM 97 732 0 18 Apr 2021
ZS-BERT: Towards Zero-Shot Relation Extraction with Attribute Representation Learning Chih-Yao Chen Cheng-Te Li 31 94 0 10 Apr 2021
GLM: General Language Model Pretraining with Autoregressive Blank Infilling Zhengxiao Du Yujie Qian Xiao Liu Ming Ding J. Qiu Zhilin Yang Jie Tang BDL AI4CE 74 1,520 0 18 Mar 2021
Few-Shot Event Detection with Prototypical Amortized Conditional Random Field Xin Cong Shiyao Cui Yu Bowen Tingwen Liu Yubin Wang Bin Wang 25 51 0 04 Dec 2020
Bridging Text and Knowledge with Multi-Prototype Embedding for Few-Shot Relational Triple Extraction Haiyang Yu Ningyu Zhang Shumin Deng Hongbin Ye Wei Zhang Huajun Chen 22 49 0 30 Oct 2020
Two are Better than One: Joint Entity and Relation Extraction with Table-Sequence Encoders Jue Wang Wei Lu 28 226 0 08 Oct 2020
Learning from Context or Names? An Empirical Study on Neural Relation Extraction Hao Peng Tianyu Gao Xu Han Yankai Lin Peng Li Zhiyuan Liu Maosong Sun Jie Zhou 53 201 0 05 Oct 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 364 41,106 0 28 May 2020
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 202 19,824 0 23 Oct 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 336 24,160 0 26 Jul 2019
A Hierarchical Framework for Relation Extraction with Reinforcement Learning Ryuichi Takanobu Tianyang Zhang Jiexi Liu Minlie Huang 42 223 0 09 Nov 2018
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 35 605 0 24 Oct 2018
Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph Construction Yi Luan Luheng He Mari Ostendorf Hannaneh Hajishirzi 86 674 0 29 Aug 2018
Improving Distantly Supervised Relation Extraction using Word and Entity Based Attention Sharmistha Jat Siddhesh Khandelwal Partha P. Talukdar 30 119 0 19 Apr 2018
Zero-Shot Relation Extraction via Reading Comprehension Omer Levy Minjoon Seo Eunsol Choi Luke Zettlemoyer ReLM 54 680 0 13 Jun 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 304 129,831 0 12 Jun 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 169 8,072 0 15 Mar 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 737 11,793 0 09 Mar 2017
Relation Classification via Recurrent Neural Network Dongxu Zhang Dong Wang 39 346 0 05 Aug 2015