Large Language Models for Generative Information Extraction: A Survey

29 December 2023

Xiangyu Zhao

Enhong Chen

Papers citing "Large Language Models for Generative Information Extraction: A Survey"

44 / 44 papers shown

Title
Knowledge Augmented Complex Problem Solving with Large Language Models: A Survey Da Zheng Lun Du Junwei Su Yuchen Tian Yuqi Zhu Jintian Zhang Lanning Wei Ningyu Zhang H. Chen LRM 43 0 0 06 May 2025
34 Examples of LLM Applications in Materials Science and Chemistry: Towards Automation, Assistants, Agents, and Accelerated Scientific Discovery Yoel Zimmermann Adib Bazgir Alexander H Al-Feghali Mehrad Ansari L. C. Brinson ... Shang Zhu Jan Janssen Calvin Li Ian T. Foster B. Blaiszik 31 0 0 05 May 2025
Safety Evaluation of DeepSeek Models in Chinese Contexts Wenjing Zhang Xuejiao Lei Zhaoxiang Liu Ning Wang Zhenhong Long ... Jiaojiao Zhao Minjie Hua Chaoyang Ma Kai Wang Shiguo Lian ELM 112 6 0 16 Feb 2025
How to Mitigate Information Loss in Knowledge Graphs for GraphRAG: Leveraging Triple Context Restoration and Query-Driven Feedback Manzong Huang Chenyang Bu Yi He Xindong Wu 62 0 0 28 Jan 2025
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation Siyuan Fang Kaijing Ma Tianyu Zheng Xinrun Du Ningxuan Lu Ge Zhang Qingkun Tang RALM KELM LRM 61 1 0 31 Dec 2024
Dialogue Ontology Relation Extraction via Constrained Chain-of-Thought Decoding Renato Vukovic David Arps Carel van Niekerk Benjamin Matthias Ruppik Hsien-chin Lin Michael Heck Milica Gašić 40 1 0 05 Aug 2024
FsPONER: Few-shot Prompt Optimization for Named Entity Recognition in Domain-specific Scenarios Yongjian Tang Rakebul Hasan Thomas Runkler 55 2 0 10 Jul 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 34 3 0 17 Jun 2024
CHiSafetyBench: A Chinese Hierarchical Safety Benchmark for Large Language Models Wenjing Zhang Xuejiao Lei Zhaoxiang Liu Meijuan An Bikun Yang Kaikai Zhao Kai Wang Shiguo Lian ELM 28 7 0 14 Jun 2024
Next-Generation Database Interfaces: A Survey of LLM-based Text-to-SQL Zijin Hong Zheng Yuan Qinggang Zhang Hao Chen Junnan Dong Feiran Huang Xiao Huang 54 49 0 12 Jun 2024
Generalizable and Scalable Multistage Biomedical Concept Normalization Leveraging Large Language Models Nicholas J. Dobbins 16 2 0 24 May 2024
Large Language Models Meet NLP: A Survey Libo Qin Qiguang Chen Xiachong Feng Yang Wu Yongheng Zhang Yinghui Li Min Li Wanxiang Che Philip S. Yu ALM LM&MA ELM LRM 38 44 0 21 May 2024
Recall Them All: Retrieval-Augmented Language Models for Long Object List Extraction from Long Documents Sneha Singhania Simon Razniewski G. Weikum RALM 34 1 0 04 May 2024
VANER: Leveraging Large Language Model for Versatile and Adaptive Biomedical Named Entity Recognition Junyi Bian W. Zhai Xiaodi Huang Jiaxuan Zheng Shanfeng Zhu 23 1 0 27 Apr 2024
Empirical Analysis of Dialogue Relation Extraction with Large Language Models Guozheng Li Zijie Xu Ziyu Shang Jiajun Liu Ke Ji Yikai Guo 43 2 0 27 Apr 2024
Improving Recall of Large Language Models: A Model Collaboration Approach for Relational Triple Extraction Zepeng Ding Wenhao Huang Jiaqing Liang Deqing Yang Yanghua Xiao KELM 24 4 0 15 Apr 2024
Enhancing Software-Related Information Extraction via Single-Choice Question Answering with Large Language Models Wolfgang Otto Sharmila Upadhyaya Stefan Dietze 19 0 0 08 Apr 2024
Relation Extraction Using Large Language Models: A Case Study on Acupuncture Point Locations Yiming Li Xueqing Peng Jianfu Li X. Zuo Suyuan Peng Donghong Pei Cui Tao Hua Xu Na Hong LM&MA 29 11 0 08 Apr 2024
CHisIEC: An Information Extraction Corpus for Ancient Chinese History Xuemei Tang Zekun Deng Qi Su Haoxia Yang Jun Wang 21 4 0 22 Mar 2024
Embedded Named Entity Recognition using Probing Classifiers Nicholas Popovic Michael Färber 29 1 0 18 Mar 2024
ProgGen: Generating Named Entity Recognition Datasets Step-by-step with Self-Reflexive Large Language Models Yuzhao Heng Chun-Ying Deng Yitong Li Yue Yu Yinghao Li Rongzhi Zhang Chao Zhang 27 4 0 17 Mar 2024
Small Language Model Is a Good Guide for Large Language Model in Chinese Entity Relation Extraction Xuemei Tang Jun Wang Qi Su 43 1 0 22 Feb 2024
A Simple but Effective Approach to Improve Structured Language Model Output for Information Extraction Yinghao Li R. Ramprasad Chao Zhang 84 10 0 20 Feb 2024
PaDeLLM-NER: Parallel Decoding in Large Language Models for Named Entity Recognition Jinghui Lu Ziwei Yang Yanjie Wang Xuejing Liu Brian Mac Namee Can Huang MoE 39 4 0 07 Feb 2024
ULTRA: Unleash LLMs' Potential for Event Argument Extraction through Hierarchical Modeling and Pair-wise Self-Refinement Xinliang Frederick Zhang Carter Blum Temma Choji Shalin S Shah Alakananda Vempala 54 6 0 24 Jan 2024
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 98 29 0 06 Nov 2023
Calibrated Seq2seq Models for Efficient and Generalizable Ultra-fine Entity Typing Yanlin Feng Adithya Pratapa David R. Mortensen 40 5 0 01 Nov 2023
Revisiting Large Language Models as Zero-shot Relation Extractors Guozheng Li Peng Wang Wenjun Ke KELM LRM ReLM 44 25 0 08 Oct 2023
GPT-RE: In-context Learning for Relation Extraction using Large Language Models Michele Focchi Fei Cheng Zhuoyuan Mao Qianying Liu Haiyue Song Jiwei Li Sadao Kurohashi LRM 36 90 0 03 May 2023
How to Unleash the Power of Large Language Models for Few-shot Relation Extraction? Xin Xu Yuqi Zhu Xiaohan Wang Ningyu Zhang KELM LRM 43 45 0 02 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 Fei Wu 25 9 0 28 Apr 2023
Prompt Engineering for Healthcare: Methodologies and Applications Jiaqi Wang Enze Shi Sigang Yu Zihao Wu Chong Ma ... Dajiang Zhu Yixuan Yuan Dinggang Shen Tianming Liu Shu Zhang LM&MA 42 106 0 28 Apr 2023
Unified Text Structuralization with Instruction-tuned Language Models Xuanfan Ni Piji Li Huayang Li 27 12 0 27 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 74 85 0 15 Mar 2023
Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information Extraction Martin Josifoski Marija Sakota Maxime Peyrard Robert West SyDa 54 76 0 07 Mar 2023
DORE: Document Ordered Relation Extraction based on Generative Framework Qipeng Guo Yuqing Yang Hang Yan Xipeng Qiu Zheng-Wei Zhang 41 7 0 28 Oct 2022
Generative Knowledge Graph Construction: A Review Hongbin Ye Ningyu Zhang Hui Chen Huajun Chen 41 68 0 23 Oct 2022
Large Language Models are Few-Shot Clinical Information Extractors Monica Agrawal S. Hegselmann Hunter Lang Yoon Kim David Sontag BDL LM&MA 152 327 0 25 May 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 2022
DeepStruct: Pretraining of Language Models for Structure Prediction Chenguang Wang Xiao Liu Zui Chen Haoyun Hong Jie Tang Dawn Song 209 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 301 11,730 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 315 8,261 0 28 Jan 2022
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 236 1,508 0 31 Dec 2020
CrossNER: Evaluating Cross-Domain Named Entity Recognition Zihan Liu Yan Xu Tiezheng Yu Wenliang Dai Ziwei Ji Samuel Cahyawijaya Andrea Madotto Pascale Fung 55 141 0 08 Dec 2020