Title
Federated Instruction Tuning of LLMs with Domain Coverage Augmentation Zezhou Wang Yaxin Du Zhuzhong Qian Yugang Jiang Zhuzhong Qian Siheng Chen FedML 42 0 0 30 Sep 2024
RUIE: Retrieval-based Unified Information Extraction using Large Language Model Xincheng Liao Junwen Duan Yixi Huang Jianxin Wang 31 1 0 18 Sep 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
MMM: Multilingual Mutual Reinforcement Effect Mix Datasets & Test with Open-domain Information Extraction Large Language Models Chengguang Gan Qingyu Yin Xinyang He Hanjun Wei Yunhao Liang ... Shijian Wang Hexiang Huang Qinghao Zhang Shiwen Ni Tatsunori Mori 27 0 0 15 Jul 2024
Show Less, Instruct More: Enriching Prompts with Definitions and Guidelines for Zero-Shot NER Andrew Zamai Andrea Zugarini Leonardo Rigutini Marco Ernandes Marco Maggini 21 0 0 01 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
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
Meta In-Context Learning Makes Large Language Models Better Zero and Few-Shot Relation Extractors Guozheng Li Peng Wang Jiajun Liu Yikai Guo Ke Ji Ziyu Shang Zijie Xu LRM 33 7 0 27 Apr 2024
Navigating the Landscape of Large Language Models: A Comprehensive Review and Analysis of Paradigms and Fine-Tuning Strategies Benjue Weng LM&MA 30 7 0 13 Apr 2024
ChatUIE: Exploring Chat-based Unified Information Extraction using Large Language Models Jun Xu Mengshu Sun Zhiqiang Zhang Jun Zhou 30 1 0 08 Mar 2024
Looking Right is Sometimes Right: Investigating the Capabilities of Decoder-only LLMs for Sequence Labeling David Dukić Jan Šnajder 24 11 0 25 Jan 2024
Inducing Political Bias Allows Language Models Anticipate Partisan Reactions to Controversies Zihao He Siyi Guo Ashwin Rao Kristina Lerman 13 2 0 16 Nov 2023
TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event Extraction Kuan-Hao Huang I-Hung Hsu Tanmay Parekh Zhiyu Xie Zixuan Zhang Premkumar Natarajan Kai-Wei Chang Nanyun Peng Heng Ji 19 16 0 16 Nov 2023
Mirror: A Universal Framework for Various Information Extraction Tasks Tong Zhu Junfei Ren Zijian Yu Mengsong Wu Guoliang Zhang Xiaoye Qu Wenliang Chen Zhefeng Wang Baoxing Huai Min Zhang 22 14 0 09 Nov 2023
ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language Models Haoran Luo E. Haihong Zichen Tang Shiyao Peng Yikai Guo ... Guanting Dong Meina Song Wei Lin Yifan Zhu Luu Anh Tuan RALM 20 37 0 13 Oct 2023
JsonTuning: Towards Generalizable, Robust, and Controllable Instruction Tuning Chang Gao Wenxuan Zhang Guizhen Chen Wai Lam 47 5 0 04 Oct 2023
SeqGPT: An Out-of-the-box Large Language Model for Open Domain Sequence Understanding Tianyu Yu Chengyue Jiang Chao Lou Shen Huang Xiaobin Wang ... Haitao Zheng Ningyu Zhang Pengjun Xie Fei Huang Yong-jia Jiang LRM 46 17 0 21 Aug 2023
UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition Wenxuan Zhou Sheng Zhang Yu Gu Muhao Chen Hoifung Poon 22 59 0 07 Aug 2023
Multi-Task Instruction Tuning of LLaMa for Specific Scenarios: A Preliminary Study on Writing Assistance Yue Zhang Leyang Cui Deng Cai Xinting Huang Tao Fang Wei Bi ALM 21 34 0 22 May 2023
EnCore: Fine-Grained Entity Typing by Pre-Training Entity Encoders on Coreference Chains Frank Mtumbuka Steven Schockaert 24 0 0 22 May 2023
Farewell to Aimless Large-scale Pretraining: Influential Subset Selection for Language Model Xiao Wang Wei Zhou Qi Zhang Jie Zhou Songyang Gao Junzhe Wang Menghan Zhang Xiang Gao Yunwen Chen Tao Gui 29 7 0 22 May 2023
PHEE: A Dataset for Pharmacovigilance Event Extraction from Text ZHAOYUE SUN Jiazheng Li Gabriele Pergola Byron C. Wallace Bino John N. Greene Joseph Kim Yulan He 29 38 0 22 Oct 2022
DeepStruct: Pretraining of Language Models for Structure Prediction Chenguang Wang Xiao Liu Zui Chen Haoyun Hong Jie Tang Dawn Song 212 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
CrossNER: Evaluating Cross-Domain Named Entity Recognition Zihan Liu Yan Xu Tiezheng Yu Wenliang Dai Ziwei Ji Samuel Cahyawijaya Andrea Madotto Pascale Fung 65 141 0 08 Dec 2020
A Frustratingly Easy Approach for Entity and Relation Extraction Zexuan Zhong Danqi Chen 146 108 0 24 Oct 2020