Benchmarking Large Language Models with Augmented Instructions for
Fine-grained Information Extraction

Benchmarking Large Language Models with Augmented Instructions for Fine-grained Information Extraction

8 October 2023

ArXiv (abs)PDF HTML

Papers citing "Benchmarking Large Language Models with Augmented Instructions for Fine-grained Information Extraction"

17 / 17 papers shown

Title
Beyond Boundaries: Learning a Universal Entity Taxonomy across Datasets and Languages for Open Named Entity Recognition Yuming Yang Wantong Zhao Caishuang Huang Junjie Ye Xiao Wang ... Kaixin Huang Yunke Zhang Tao Gui Qi Zhang Xuanjing Huang 119 4 0 17 Jun 2024
CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors Peng Li Tianxiang Sun Qiong Tang Hang Yan Yuanbin Wu Xuanjing Huang Technology SyDa 69 75 0 09 May 2023
RexUIE: A Recursive Method with Explicit Schema Instructor for Universal Information Extraction Chengyuan Liu Fubang Zhao Yangyang Kang Jingyuan Zhang Xiang Zhou Changlong Sun Kun Kuang Leilei Gan 85 11 0 28 Apr 2023
Evaluating ChatGPT's Information Extraction Capabilities: An Assessment of Performance, Explainability, Calibration, and Faithfulness Bo Li Gexiang Fang Yang Yang Quansen Wang Wei Ye Wen Zhao Shikun Zhang ELM AI4MH 88 165 0 23 Apr 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 75 158 0 17 Apr 2023
Exploring the Feasibility of ChatGPT for Event Extraction Jun Gao Huan Zhao Changlong Yu Ruifeng Xu 58 115 0 07 Mar 2023
Universal Information Extraction as Unified Semantic Matching Jie Lou Yaojie Lu Dai Dai Wei Jia Hongyu Lin Xianpei Han Le Sun Hua Wu 63 71 0 09 Jan 2023
BLOOM: A 176B-Parameter Open-Access Multilingual Language Model BigScience Workshop : Teven Le Scao Angela Fan Christopher Akiki ... Zhongli Xie Zifan Ye M. Bras Younes Belkada Thomas Wolf VLM 404 2,394 0 09 Nov 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 218 3,150 0 20 Oct 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 529 6,293 0 05 Apr 2022
MetaICL: Learning to Learn In Context Sewon Min M. Lewis Luke Zettlemoyer Hannaneh Hajishirzi LRM 223 491 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 355 1,709 0 15 Oct 2021
Meta-learning via Language Model In-context Tuning Yanda Chen Ruiqi Zhong Sheng Zha George Karypis He He 291 162 0 15 Oct 2021
Text2Event: Controllable Sequence-to-Structure Generation for End-to-end Event Extraction Yaojie Lu Hongyu Lin Jin Xu Xianpei Han Jialong Tang Annan Li Le Sun M. Liao Shaoyi Chen 53 279 0 17 Jun 2021
Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning Xinyu Wang Yong Jiang Nguyen Bach Tao Wang Zhongqiang Huang Fei Huang Kewei Tu 64 147 0 08 May 2021
Event Extraction by Answering (Almost) Natural Questions Xinya Du Claire Cardie 58 415 0 28 Apr 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 485 20,342 0 23 Oct 2019