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How to Unleash the Power of Large Language Models for Few-shot Relation Extraction?

2 May 2023

Xin Xu

Ningyu Zhang

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Papers citing "How to Unleash the Power of Large Language Models for Few-shot Relation Extraction?"

35 / 35 papers shown

Title
CodeKGC: Code Language Model for Generative Knowledge Graph Construction Zhen Bi Jing Chen Yinuo Jiang Feiyu Xiong Wei Guo Huajun Chen Ningyu Zhang 54 39 0 18 Apr 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.5K 14,631 0 15 Mar 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 142 154 0 15 Mar 2023
Is GPT-3 a Good Data Annotator? Bosheng Ding Chengwei Qin Linlin Liu Yew Ken Chia Shafiq Joty Boyang Albert Li Lidong Bing 76 249 0 20 Dec 2022
Galactica: A Large Language Model for Science Ross Taylor Marcin Kardas Guillem Cucurull Thomas Scialom Anthony Hartshorn Elvis Saravia Andrew Poulton Viktor Kerkez Robert Stojnic ELM ReLM 114 774 0 16 Nov 2022
Generative Knowledge Graph Construction: A Review Hongbin Ye Ningyu Zhang Hui Chen Huajun Chen 107 75 0 23 Oct 2022
Generative Prompt Tuning for Relation Classification Jiale Han Shuai Zhao Bo Cheng Shengkun Ma Wei Lu VLM 81 26 0 22 Oct 2022
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng Zhang Yuxiao Dong Jie Tang BDL LRM 352 1,094 0 05 Oct 2022
OPT: Open Pre-trained Transformer Language Models Susan Zhang Stephen Roller Naman Goyal Mikel Artetxe Moya Chen ... Daniel Simig Punit Singh Koura Anjali Sridhar Tianlu Wang Luke Zettlemoyer VLM OSLM AI4CE 336 3,685 0 02 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 509 6,279 0 05 Apr 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 880 13,148 0 04 Mar 2022
Co-training Improves Prompt-based Learning for Large Language Models Hunter Lang Monica Agrawal Yoon Kim David Sontag VLM LRM 197 40 0 02 Feb 2022
Black-Box Tuning for Language-Model-as-a-Service Tianxiang Sun Yunfan Shao Hong Qian Xuanjing Huang Xipeng Qiu VLM 137 274 0 10 Jan 2022
Exploring Task Difficulty for Few-Shot Relation Extraction Jiale Han Bo Cheng Wei Lu 55 78 0 12 Sep 2021
Want To Reduce Labeling Cost? GPT-3 Can Help Shuohang Wang Yang Liu Yichong Xu Chenguang Zhu Michael Zeng 69 257 0 30 Aug 2021
Entity Concept-enhanced Few-shot Relation Extraction Shan Yang Yongfei Zhang Guanglin Niu Qinghua Zhao Shiliang Pu 66 65 0 04 Jun 2021
PTR: Prompt Tuning with Rules for Text Classification Xu Han Weilin Zhao Ning Ding Zhiyuan Liu Maosong Sun VLM 102 526 0 24 May 2021
Relation Classification with Entity Type Restriction Shengfei Lyu Huanhuan Chen 57 68 0 18 May 2021
GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation Kang Min Yoo Dongju Park Jaewook Kang Sang-Woo Lee Woomyeong Park 94 240 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 406 1,193 0 18 Apr 2021
Re-TACRED: Addressing Shortcomings of the TACRED Dataset George Stoica Emmanouil Antonios Platanios Barnabas Poczos 80 116 0 16 Apr 2021
KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction Xiang Chen Ningyu Zhang Xin Xie Shumin Deng Yunzhi Yao Chuanqi Tan Fei Huang Luo Si Huajun Chen 124 413 0 15 Apr 2021
Structured Prediction as Translation between Augmented Natural Languages Giovanni Paolini Ben Athiwaratkun Jason Krone Jie Ma Alessandro Achille Rishita Anubhai Cicero Nogueira dos Santos Bing Xiang Stefano Soatto 73 292 0 14 Jan 2021
GDPNet: Refining Latent Multi-View Graph for Relation Extraction Fuzhao Xue Aixin Sun Hao Zhang Eng Siong Chng 53 86 0 12 Dec 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
Learning from Noisy Labels with Deep Neural Networks: A Survey Hwanjun Song Minseok Kim Dongmin Park Yooju Shin Jae-Gil Lee NoLa 111 987 0 16 Jul 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 829 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
OpenNRE: An Open and Extensible Toolkit for Neural Relation Extraction Xu Han Tianyu Gao Yuan Yao Deming Ye Zhiyuan Liu Maosong Sun KELM VLM 109 153 0 28 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 668 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
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 157 2,983 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
Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph Construction Yi Luan Luheng He Mari Ostendorf Hannaneh Hajishirzi 114 684 0 29 Aug 2018