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GPT-RE: In-context Learning for Relation Extraction using Large Language Models

3 May 2023

Qianying Liu

Jiwei Li

Sadao Kurohashi

LRM

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Papers citing "GPT-RE: In-context Learning for Relation Extraction using Large Language Models"

35 / 35 papers shown

Title
Efficient Alignment of Large Language Models via Data Sampling Amrit Khera Rajat Ghosh Debojyoti Dutta 128 1 0 15 Nov 2024
DiMB-RE: Mining the Scientific Literature for Diet-Microbiome Associations Gibong Hong Veronica Hindle Nadine M. Veasley Hannah D. Holscher Halil Kilicoglu AI4CE 97 1 0 29 Sep 2024
Prompting Language Models for Linguistic Structure Terra Blevins Hila Gonen Luke Zettlemoyer LRM 100 44 0 15 Nov 2022
Rescue Implicit and Long-tail Cases: Nearest Neighbor Relation Extraction Zhen Wan Qianying Liu Zhuoyuan Mao Fei Cheng Sadao Kurohashi Jiwei Li 67 8 0 21 Oct 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 526 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 257 68 0 21 May 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 522 6,293 0 05 Apr 2022
Training Compute-Optimal Large Language Models Jordan Hoffmann Sebastian Borgeaud A. Mensch Elena Buchatskaya Trevor Cai ... Karen Simonyan Erich Elsen Jack W. Rae Oriol Vinyals Laurent Sifre AI4TS 208 1,980 0 29 Mar 2022
Pre-training to Match for Unified Low-shot Relation Extraction Fangchao Liu Hongyu Lin Xianpei Han Boxi Cao Le Sun VLM 32 34 0 23 Mar 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 526 3,721 0 21 Mar 2022
Thinking about GPT-3 In-Context Learning for Biomedical IE? Think Again Bernal Jiménez Gutiérrez Nikolas McNeal Clay Washington You Chen Lang Li Huan Sun Yu-Chuan Su 84 156 0 16 Mar 2022
Rethinking the Role of Demonstrations: What Makes In-Context Learning Work? Sewon Min Xinxi Lyu Ari Holtzman Mikel Artetxe M. Lewis Hannaneh Hajishirzi Luke Zettlemoyer LLMAG LRM 165 1,495 0 25 Feb 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 843 9,644 0 28 Jan 2022
LaMDA: Language Models for Dialog Applications R. Thoppilan Daniel De Freitas Jamie Hall Noam M. Shazeer Apoorv Kulshreshtha ... Blaise Aguera-Arcas Claire Cui M. Croak Ed H. Chi Quoc Le ALM 140 1,601 0 20 Jan 2022
Learning To Retrieve Prompts for In-Context Learning Ohad Rubin Jonathan Herzig Jonathan Berant VPVLM RALM 86 708 0 16 Dec 2021
Scaling Language Models: Methods, Analysis & Insights from Training Gopher Jack W. Rae Sebastian Borgeaud Trevor Cai Katie Millican Jordan Hoffmann ... Jeff Stanway L. Bennett Demis Hassabis Koray Kavukcuoglu G. Irving 136 1,323 0 08 Dec 2021
Coherence boosting: When your pretrained language model is not paying enough attention Nikolay Malkin Zhen Wang Nebojsa Jojic RALM 55 37 0 15 Oct 2021
True Few-Shot Learning with Language Models Ethan Perez Douwe Kiela Kyunghyun Cho 137 439 0 24 May 2021
SimCSE: Simple Contrastive Learning of Sentence Embeddings Tianyu Gao Xingcheng Yao Danqi Chen AILaw SSL 278 3,411 0 18 Apr 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 409 1,194 0 18 Apr 2021
Constrained Language Models Yield Few-Shot Semantic Parsers Richard Shin C. H. Lin Sam Thomson Charles C. Chen Subhro Roy Emmanouil Antonios Platanios Adam Pauls Dan Klein J. Eisner Benjamin Van Durme 386 206 0 18 Apr 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 390 1,389 0 17 Jan 2021
Relation Classification as Two-way Span-Prediction Amir D. N. Cohen Shachar Rosenman Yoav Goldberg 44 18 0 09 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 873 42,379 0 28 May 2020
SemEval-2010 Task 8: Multi-Way Classification of Semantic Relations Between Pairs of Nominals Iris Hendrickx Su Nam Kim Zornitsa Kozareva Preslav Nakov Diarmuid Ó Séaghdha Sebastian Padó M. Pennacchiotti Lorenza Romano Stan Szpakowicz 67 282 0 23 Nov 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 470 20,317 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 373 6,467 0 26 Sep 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,301 0 27 Aug 2019
Matching the Blanks: Distributional Similarity for Relation Learning Livio Baldini Soares Nicholas FitzGerald Jeffrey Ling Tom Kwiatkowski 64 773 0 07 Jun 2019
SciBERT: A Pretrained Language Model for Scientific Text Iz Beltagy Kyle Lo Arman Cohan 168 2,985 0 26 Mar 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
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph Construction Yi Luan Luheng He Mari Ostendorf Hannaneh Hajishirzi 116 684 0 29 Aug 2018
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference Adina Williams Nikita Nangia Samuel R. Bowman 524 4,494 0 18 Apr 2017
A large annotated corpus for learning natural language inference Samuel R. Bowman Gabor Angeli Christopher Potts Christopher D. Manning 324 4,294 0 21 Aug 2015