GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction

5 October 2023

Oscar Sainz

Iker García-Ferrero

Rodrigo Agerri

Oier López de Lacalle

German Rigau

Eneko Agirre

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Papers citing "GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction"

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Title
Synthesized Annotation Guidelines are Knowledge-Lite Boosters for Clinical Information Extraction Enshuo Hsu Martin Ugbala Krishna Kumar Kookal Zouaidi Kawtar Nicholas L. Rider Muhammad F. Walji Kirk Roberts 31 0 0 01 Apr 2025
A Cooperative Multi-Agent Framework for Zero-Shot Named Entity Recognition Zihan Wang Ziqi Zhao Yougang Lyu Ziyang Chen Maarten de Rijke Z. Z. Ren 66 3 0 25 Feb 2025
Instruction-Tuning LLMs for Event Extraction with Annotation Guidelines Saurabh Srivastava Sweta Pati Ziyu Yao 49 1 0 22 Feb 2025
Improving Natural Language Understanding for LLMs via Large-Scale Instruction Synthesis Lin Yuan Jun Xu Honghao Gui Mengshu Sun Qing Cui Lei Liang Jun Zhou AI4CE 231 0 0 06 Feb 2025
GLiREL -- Generalist Model for Zero-Shot Relation Extraction Jack Boylan Chris Hokamp D. Ghalandari VLM 33 0 0 06 Jan 2025
Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models Zaifu Zhan Rui Zhang 78 4 0 16 Dec 2024
Can AI Extract Antecedent Factors of Human Trust in AI? An Application of Information Extraction for Scientific Literature in Behavioural and Computer Sciences Melanie Mcgrath Harrison Bailey Necva Bölücü Xiang Dai Sarvnaz Karimi Cécile Paris 85 0 0 16 Dec 2024
Beyond the Numbers: Transparency in Relation Extraction Benchmark Creation and Leaderboards Varvara Arzt Allan Hanbury 31 1 0 07 Nov 2024
Improving Few-Shot Cross-Domain Named Entity Recognition by Instruction Tuning a Word-Embedding based Retrieval Augmented Large Language Model Subhadip Nandi Neeraj Agrawal 31 0 0 01 Nov 2024
SciER: An Entity and Relation Extraction Dataset for Datasets, Methods, and Tasks in Scientific Documents Qi Zhang Zhijia Chen Huitong Pan Cornelia Caragea Longin Jan Latecki Eduard Constantin Dragut 20 2 0 28 Oct 2024
SLIMER-IT: Zero-Shot NER on Italian Language Andrew Zamai Leonardo Rigutini Marco Maggini Andrea Zugarini 34 0 0 24 Sep 2024
RUIE: Retrieval-based Unified Information Extraction using Large Language Model Xincheng Liao Junwen Duan Yixi Huang Jianxin Wang 45 1 0 18 Sep 2024
E2MoCase: A Dataset for Emotional, Event and Moral Observations in News Articles on High-impact Legal Cases C. M. Greco L. Zangari Davide Picca Andrea Tagarelli 34 0 0 13 Sep 2024
WhisperNER: Unified Open Named Entity and Speech Recognition Gil Ayache Menachem Pirchi Aviv Navon Aviv Shamsian Gill Hetz Joseph Keshet 30 0 0 12 Sep 2024
Label Alignment and Reassignment with Generalist Large Language Model for Enhanced Cross-Domain Named Entity Recognition Ke Bao Chonghuan Yang 34 0 0 24 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 29 0 0 01 Jul 2024
Weak Reward Model Transforms Generative Models into Robust Causal Event Extraction Systems Italo Luis da Silva Hanqi Yan Lin Gui Yulan He CML 36 0 0 26 Jun 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 37 0 0 25 Jun 2024
Let Guidelines Guide You: A Prescriptive Guideline-Centered Data Annotation Methodology Federico Ruggeri Eleonora Misino Arianna Muti Katerina Korre Paolo Torroni Alberto Barrón-Cedeño 39 0 0 20 Jun 2024
EXCEEDS: Extracting Complex Events as Connecting the Dots to Graphs in Scientific Domain Yi-Fan Lu Xian-Ling Mao Bo Wang Xiao Liu Heyan Huang 74 1 0 20 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 44 3 0 17 Jun 2024
Curating Grounded Synthetic Data with Global Perspectives for Equitable AI Elin Törnquist R. Caulk SyDa 41 4 0 10 Jun 2024
Synergetic Event Understanding: A Collaborative Approach to Cross-Document Event Coreference Resolution with Large Language Models Qingkai Min Qipeng Guo Xiangkun Hu Songfang Huang Zheng Zhang Yue Zhang 43 1 0 04 Jun 2024
Annotation Guidelines-Based Knowledge Augmentation: Towards Enhancing Large Language Models for Educational Text Classification Shiqi Liu Sannyuya Liu Lele Sha Zijie Zeng D. Gašević Zhi Liu 44 0 0 03 Jun 2024
Large Language Models Meet NLP: A Survey Libo Qin Qiguang Chen Xiachong Feng Yang Wu Yongheng Zhang Hai-Tao Zheng Min Li Wanxiang Che Philip S. Yu ALM LM&MA ELM LRM 52 47 0 21 May 2024
ADELIE: Aligning Large Language Models on Information Extraction Y. Qi Hao Peng Xiaozhi Wang Bin Xu Lei Hou Juanzi Li 41 7 0 08 May 2024
P-ICL: Point In-Context Learning for Named Entity Recognition with Large Language Models Guochao Jiang Zepeng Ding Yuchen Shi Deqing Yang 51 2 0 08 May 2024
Text-Tuple-Table: Towards Information Integration in Text-to-Table Generation via Global Tuple Extraction Zheye Deng Chunkit Chan Weiqi Wang Yuxi Sun Wei Fan Tianshi Zheng Yauwai Yim Yangqiu Song LMTD RALM 43 9 0 22 Apr 2024
Event Extraction in Basque: Typologically motivated Cross-Lingual Transfer-Learning Analysis Mikel Zubillaga Oscar Sainz A. Estarrona Oier López de Lacalle Eneko Agirre 51 2 0 09 Apr 2024
LTNER: Large Language Model Tagging for Named Entity Recognition with Contextualized Entity Marking Faren Yan Peng Yu Xin Chen 41 3 0 08 Apr 2024
A Two Dimensional Feature Engineering Method for Relation Extraction Hao Wang Yanping Chen Weizhe Yang Yongbin Qin Ruizhang Huang 35 1 0 07 Apr 2024
Is There a One-Model-Fits-All Approach to Information Extraction? Revisiting Task Definition Biases Wenhao Huang Qi He Zhixu Li Jiaqing Liang Yanghua Xiao 34 2 0 25 Mar 2024
KnowCoder: Coding Structured Knowledge into LLMs for Universal Information Extraction Zixuan Li Yutao Zeng Yuxin Zuo Weicheng Ren Wenxuan Liu ... Yidan Liu Pan Yang Xiaolong Jin Jiafeng Guo Xueqi Cheng OffRL 25 24 0 12 Mar 2024
Rethinking Negative Instances for Generative Named Entity Recognition Yuyang Ding Juntao Li Pinzheng Wang Zecheng Tang Bowen Yan Min Zhang 50 10 0 26 Feb 2024
NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data Sergei Bogdanov Alexandre Constantin Timothée Bernard Benoit Crabbé Etienne Bernard 39 19 0 23 Feb 2024
IEPile: Unearthing Large-Scale Schema-Based Information Extraction Corpus Honghao Gui Lin Yuan Hongbin Ye Ningyu Zhang Mengshu Sun Lei Liang Huajun Chen 28 10 0 22 Feb 2024
A Simple but Effective Approach to Improve Structured Language Model Output for Information Extraction Yinghao Li R. Ramprasad Chao Zhang 101 11 0 20 Feb 2024
EventRL: Enhancing Event Extraction with Outcome Supervision for Large Language Models Jun Gao Huan Zhao Wei Wang Changlong Yu Ruifeng Xu OffRL 24 4 0 18 Feb 2024
C-ICL: Contrastive In-context Learning for Information Extraction Ying Mo Jiahao Liu Jian Yang Qifan Wang Shun Zhang Jingang Wang Zhoujun Li 66 15 0 17 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 53 4 0 07 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 46 144 0 29 Dec 2023
Self-Improving for Zero-Shot Named Entity Recognition with Large Language Models Tingyu Xie Qi Li Yan Zhang Zuozhu Liu Hongwei Wang 40 18 0 15 Nov 2023
GLiNER: Generalist Model for Named Entity Recognition using Bidirectional Transformer Urchade Zaratiana Nadi Tomeh Pierre Holat Thierry Charnois 37 31 0 14 Nov 2023
Translation and Fusion Improves Zero-shot Cross-lingual Information Extraction Yang Chen Vedaant Shah Alan Ritter 29 4 0 23 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 34 7 0 19 May 2023
A Survey on Open Information Extraction from Rule-based Model to Large Language Model Pai Liu Wenya Gao Wenjie Dong Lin Ai Wen Dong Songfang Huang Zongsheng Li Ehsan Hoque Julia Hirschberg Yue Zhang 37 2 0 18 Aug 2022
Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation Ofir Press Noah A. Smith M. Lewis 253 698 0 27 Aug 2021
CrossNER: Evaluating Cross-Domain Named Entity Recognition Zihan Liu Yan Xu Tiezheng Yu Wenliang Dai Ziwei Ji Samuel Cahyawijaya Andrea Madotto Pascale Fung 76 145 0 08 Dec 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,589 0 21 Jan 2020