Title
Towards Robust Universal Information Extraction: Benchmark, Evaluation, and Solution Jizhao Zhu Akang Shi Zhiyu Li Long Bai Xiaolong Jin J. Guo Xueqi Cheng 58 0 0 05 Mar 2025
Towards Event Extraction with Massive Types: LLM-based Collaborative Annotation and Partitioning Extraction Wenxuan Liu Zehan Li Long Bai Yuxin Zuo Daozhu Xu Xiaolong Jin J. Guo Xueqi Cheng 61 1 0 04 Mar 2025
Instruction-Tuning LLMs for Event Extraction with Annotation Guidelines Saurabh Srivastava Sweta Pati Ziyu Yao 49 1 0 22 Feb 2025
RUIE: Retrieval-based Unified Information Extraction using Large Language Model Xincheng Liao Junwen Duan Yixi Huang Jianxin Wang 45 1 0 18 Sep 2024
CodeTaxo: Enhancing Taxonomy Expansion with Limited Examples via Code Language Prompts Qingkai Zeng Yuyang Bai Zhaoxuan Tan Zhenyu Wu Shangbin Feng Meng Jiang 28 4 0 17 Aug 2024
Retrieval Augmented Instruction Tuning for Open NER with Large Language Models Tingyu Xie Jian Zhang Yan Zhang Yuanyuan Liang Qi Li Hongwei Wang RALM 40 0 0 25 Jun 2024
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 46 3 0 17 Jun 2024
PrivComp-KG : Leveraging Knowledge Graph and Large Language Models for Privacy Policy Compliance Verification Leon Garza Lavanya Elluri Anantaa Kotal Aritran Piplai Deepti Gupta Anupam Joshi 51 3 0 30 Apr 2024
Unlocking the Power of Large Language Models for Entity Alignment Xuhui Jiang Yinghan Shen Zhichao Shi Chengjin Xu Wei Li Zixuan Li Jian Guo Huawei Shen Yuanzhuo Wang 25 7 0 23 Feb 2024
Large Language Models for Generative Information Extraction: A Survey Derong Xu Wei-neng Chen Wenjun Peng Chao Zhang Tong Xu Xiangyu Zhao Xian Wu Yefeng Zheng Yang Wang Enhong Chen 51 146 0 29 Dec 2023
Retrieval-Augmented Code Generation for Universal Information Extraction Yucan Guo Zixuan Li Xiaolong Jin Yantao Liu Yutao Zeng ... Xiang Li Pan Yang Long Bai J. Guo Xueqi Cheng 103 31 0 06 Nov 2023
InstructIE: A Bilingual Instruction-based Information Extraction Dataset Honghao Gui Shuofei Qiao Jintian Zhang Hongbin Ye Mengshu Sun Lei Liang Jeff Z. Pan Huajun Chen Ningyu Zhang 34 7 0 19 May 2023
DeepStruct: Pretraining of Language Models for Structure Prediction Chenguang Wang Xiao Liu Zui Chen Haoyun Hong Jie Tang Dawn Song 222 66 0 21 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 372 12,081 0 04 Mar 2022
CrossNER: Evaluating Cross-Domain Named Entity Recognition Zihan Liu Yan Xu Tiezheng Yu Wenliang Dai Ziwei Ji Samuel Cahyawijaya Andrea Madotto Pascale Fung 78 146 0 08 Dec 2020
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism M. Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 245 1,833 0 17 Sep 2019