UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition

7 August 2023

Papers citing "UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition"

40 / 40 papers shown

Title
Do LLMs Surpass Encoders for Biomedical NER? Motasem S Obeidat Md Sultan al Nahian R. Kavuluru 41 0 0 01 Apr 2025
Fin-R1: A Large Language Model for Financial Reasoning through Reinforcement Learning Zhaowei Liu X. Guo Fangqi Lou Lingfeng Zeng Jinyi Niu ... Sheng Xu Dezhi Chen Yun Chen Zuo Bai Liwen Zhang ReLM AIFin OffRL AI4TS LRM 36 3 0 20 Mar 2025
Towards a scalable AI-driven framework for data-independent Cyber Threat Intelligence Information Extraction Olga Sorokoletova Emanuele Antonioni Giordano Colò 34 0 0 08 Jan 2025
Deploying Foundation Model Powered Agent Services: A Survey Wenchao Xu Jinyu Chen Peirong Zheng Xiaoquan Yi Tianyi Tian ... Quan Wan Haozhao Wang Yunfeng Fan Qinliang Su Xuemin Shen AI4CE 112 1 0 18 Dec 2024
Be My Donor. Transfer the NLP Datasets Between the Languages Using LLM Dmitrii Popov Egor Terentev Igor Buyanov 20 0 0 17 Oct 2024
AlpaPICO: Extraction of PICO Frames from Clinical Trial Documents Using LLMs Madhusudan Ghosh Shrimon Mukherjee Asmit Ganguly Partha Basuchowdhuri S. Naskar Debasis Ganguly 29 7 0 15 Sep 2024
WhisperNER: Unified Open Named Entity and Speech Recognition Gil Ayache Menachem Pirchi Aviv Navon Aviv Shamsian Gill Hetz Joseph Keshet 23 0 0 12 Sep 2024
Sketch: A Toolkit for Streamlining LLM Operations Xin Jiang Xiang Li Wenjia Ma Xuezhi Fang Yiqun Yao ... Xuying Meng Peng Han Jing Li Aixin Sun Yequan Wang 35 1 0 05 Sep 2024
Survey on Knowledge Distillation for Large Language Models: Methods, Evaluation, and Application Chuanpeng Yang Wang Lu Yao Zhu Yidong Wang Qian Chen Chenlong Gao Bingjie Yan Yiqiang Chen ALM KELM 44 20 0 02 Jul 2024
Large Language Models Struggle in Token-Level Clinical Named Entity Recognition Qiuhao Lu Rui Li Andrew Wen Jinlian Wang Liwei Wang Hongfang Liu LM&MA 28 1 0 30 Jun 2024
A Survey of Large Language Models for Financial Applications: Progress, Prospects and Challenges Yuqi Nie Yaxuan Kong Xiaowen Dong John M. Mulvey H. Vincent Poor Qingsong Wen Stefan Zohren AIFin 35 40 0 15 Jun 2024
Research Trends for the Interplay between Large Language Models and Knowledge Graphs H. Khorashadizadeh Fatima Zahra Amara Morteza Ezzabady Frédéric Ieng Sanju Tiwari Nandana Mihindukulasooriya Jinghua Groppe S. Sahri Farah Benamara Sven Groppe 20 3 0 12 Jun 2024
Curating Grounded Synthetic Data with Global Perspectives for Equitable AI Elin Törnquist R. Caulk SyDa 28 4 0 10 Jun 2024
I-SIRch: AI-Powered Concept Annotation Tool For Equitable Extraction And Analysis Of Safety Insights From Maternity Investigations Mohit Kumar Singh Georgina Cosma Patrick Waterson Jonathan Back G. T. Jun 18 2 0 08 Jun 2024
TACT: Advancing Complex Aggregative Reasoning with Information Extraction Tools Avi Caciularu Alon Jacovi Eyal Ben-David Sasha Goldshtein Tal Schuster Jonathan Herzig G. Elidan Amir Globerson LMTD 35 3 0 05 Jun 2024
OpenBA-V2: Reaching 77.3% High Compression Ratio with Fast Multi-Stage Pruning Dan Qiao Yi Su Pinzheng Wang Jing Ye Wen Xie ... Wenliang Chen Guohong Fu Guodong Zhou Qiaoming Zhu Min Zhang MQ 32 0 0 09 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 26 1 0 27 Apr 2024
Software Mention Recognition with a Three-Stage Framework Based on BERTology Models at SOMD 2024 Thuy Nguyen Thi Anh Nguyen Viet D. Thin Ngan Luu-Thuy Nguyen 26 0 0 23 Apr 2024
LLM-RadJudge: Achieving Radiologist-Level Evaluation for X-Ray Report Generation Zilong Wang Xufang Luo Xinyang Jiang Dongsheng Li Lili Qiu LM&MA 19 8 0 01 Apr 2024
MetaIE: Distilling a Meta Model from LLM for All Kinds of Information Extraction Tasks Letian Peng Zilong Wang Feng Yao Zihan Wang Jingbo Shang SyDa 22 6 0 30 Mar 2024
NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data Sergei Bogdanov Alexandre Constantin Timothée Bernard Benoit Crabbé Etienne Bernard 28 19 0 23 Feb 2024
Model Compression and Efficient Inference for Large Language Models: A Survey Wenxiao Wang Wei Chen Yicong Luo Yongliu Long Zhengkai Lin Liye Zhang Binbin Lin Deng Cai Xiaofei He MQ 36 30 0 15 Feb 2024
Leveraging Large Language Models for Enhanced NLP Task Performance through Knowledge Distillation and Optimized Training Strategies Yining Huang Keke Tang Meilian Chen 25 9 0 14 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 42 4 0 07 Feb 2024
Large Language Models for Generative Information Extraction: A Survey Derong Xu Wei-neng Chen Wenjun Peng Chao Zhang Tong Bill Xu Xiangyu Zhao Xian Wu Yefeng Zheng Yang Wang Enhong Chen 38 137 0 29 Dec 2023
Redefining Developer Assistance: Through Large Language Models in Software Ecosystem Somnath Banerjee Avik Dutta Sayan Layek Amruit Sahoo Sam Conrad Joyce Rima Hazra 13 0 0 09 Dec 2023
Taiyi: A Bilingual Fine-Tuned Large Language Model for Diverse Biomedical Tasks Ling Luo Jinzhong Ning Yingwen Zhao Zhijun Wang Zeyuan Ding ... Yuqi Liu Zhihao Yang Jian Wang Yuanyuan Sun Hongfei Lin LM&MA 88 45 0 20 Nov 2023
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction Oscar Sainz Iker García-Ferrero Rodrigo Agerri Oier López de Lacalle German Rigau Eneko Agirre 24 75 0 05 Oct 2023
Inspire the Large Language Model by External Knowledge on BioMedical Named Entity Recognition Junyi Bian Jiaxuan Zheng Yuyi Zhang Shanfeng Zhu 15 11 0 21 Sep 2023
USA: Universal Sentiment Analysis Model & Construction of Japanese Sentiment Text Classification and Part of Speech Dataset Chengguang Gan Qinghao Zhang Tatsunori Mori 18 4 0 07 Sep 2023
Large Language Models for Software Engineering: A Systematic Literature Review Xinying Hou Yanjie Zhao Yue Liu Zhou Yang Kailong Wang Li Li Xiapu Luo David Lo John C. Grundy Haoyu Wang 25 320 0 21 Aug 2023
LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities Yuqi Zhu Xiaohan Wang Jing Chen Shuofei Qiao Yixin Ou Yunzhi Yao Shumin Deng Huajun Chen Ningyu Zhang LLMAG 33 40 0 22 May 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 23 6 0 19 May 2023
Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes Lokesh Nagalapatti Chun-Liang Li Chih-Kuan Yeh Hootan Nakhost Yasuhisa Fujii Alexander Ratner Ranjay Krishna Chen-Yu Lee Tomas Pfister ALM 201 283 0 03 May 2023
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 157 576 0 06 Apr 2023
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
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 203 1,651 0 15 Oct 2021
Combining Transformers with Natural Language Explanations Federico Ruggeri Marco Lippi Paolo Torroni 6 1 0 02 Sep 2021
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 242 1,977 0 31 Dec 2020
Code and Named Entity Recognition in StackOverflow Jeniya Tabassum Mounica Maddela Wei-ping Xu Alan Ritter 59 114 0 04 May 2020