Large Language Model Is Not a Good Few-shot Information Extractor, but a
Good Reranker for Hard Samples!

Large Language Model Is Not a Good Few-shot Information Extractor, but a Good Reranker for Hard Samples!

15 March 2023

Papers citing "Large Language Model Is Not a Good Few-shot Information Extractor, but a Good Reranker for Hard Samples!"

13 / 13 papers shown

Title
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented Generation Sha Li Naren Ramakrishnan RALM KELM 107 1 0 18 Feb 2025
Few-shot Event Detection: An Empirical Study and a Unified View Yubo Ma Zehao Wang Yixin Cao Aixin Sun 37 5 0 03 May 2023
Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information Extraction Martin Josifoski Marija Sakota Maxime Peyrard Robert West SyDa 43 52 0 07 Mar 2023
Recitation-Augmented Language Models Zhiqing Sun Xuezhi Wang Yi Tay Yiming Yang Denny Zhou RALM 179 50 0 04 Oct 2022
Generate rather than Retrieve: Large Language Models are Strong Context Generators W. Yu Dan Iter Shuohang Wang Yichong Xu Mingxuan Ju Soumya Sanyal Chenguang Zhu Michael Zeng Meng-Long Jiang RALM AIMat 197 239 0 21 Sep 2022
Large Language Models are Few-Shot Clinical Information Extractors Monica Agrawal S. Hegselmann Hunter Lang Yoon Kim David Sontag BDL LM&MA 120 230 0 25 May 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 264 2,712 0 24 May 2022
Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations Jaehun Jung Lianhui Qin Sean Welleck Faeze Brahman Chandra Bhagavatula Ronan Le Bras Yejin Choi ReLM LRM 178 157 0 24 May 2022
Summarization as Indirect Supervision for Relation Extraction K. Lu I-Hung Hsu Wenxuan Zhou Mingyu Derek Ma Muhao Chen 43 47 0 19 May 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 267 8,441 0 04 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 268 5,177 0 28 Jan 2022
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 242 882 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 256 991 0 17 Jan 2021