Few-NERD: A Few-Shot Named Entity Recognition Dataset

16 May 2021

Xu Han

Papers citing "Few-NERD: A Few-Shot Named Entity Recognition Dataset"

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Title
FLUKE: A Linguistically-Driven and Task-Agnostic Framework for Robustness Evaluation Yulia Otmakhova Hung Thinh Truong Rahmad Mahendra Zenan Zhai Rongxin Zhu Daniel Beck Jey Han Lau ELM 72 0 0 24 Apr 2025
ADELIE: Aligning Large Language Models on Information Extraction Y. Qi Hao Peng Xiaozhi Wang Bin Xu Lei Hou Juanzi Li 44 7 0 08 May 2024
A Unified Label-Aware Contrastive Learning Framework for Few-Shot Named Entity Recognition Haojie Zhang Yimeng Zhuang 46 0 0 26 Apr 2024
Can LLMs Learn New Concepts Incrementally without Forgetting? Junhao Zheng Shengjie Qiu Qianli Ma CLL 35 0 0 13 Feb 2024
Chem-FINESE: Validating Fine-Grained Few-shot Entity Extraction through Text Reconstruction Qingyun Wang Zixuan Zhang Hongxiang Li Xuan Liu Jiawei Han Huimin Zhao Heng Ji 49 1 0 18 Jan 2024
Labels Need Prompts Too: Mask Matching for Natural Language Understanding Tasks Bo Li Wei Ye Quan-ding Wang Wen Zhao Shikun Zhang VLM 35 1 0 14 Dec 2023
Learn or Recall? Revisiting Incremental Learning with Pre-trained Language Models Junhao Zheng Shengjie Qiu Qianli Ma 27 9 0 13 Dec 2023
When does In-context Learning Fall Short and Why? A Study on Specification-Heavy Tasks Hao Peng Xiaozhi Wang Jianhui Chen Weikai Li Y. Qi ... Zhili Wu Kaisheng Zeng Bin Xu Lei Hou Juanzi Li 34 28 0 15 Nov 2023
A Few-Shot Learning Focused Survey on Recent Named Entity Recognition and Relation Classification Methods S. Alqaaidi Elika Bozorgi Afsaneh Shams Krzysztof J. Kochut DRL 38 0 0 29 Oct 2023
A Multi-Task Semantic Decomposition Framework with Task-specific Pre-training for Few-Shot NER Guanting Dong Zechen Wang Jinxu Zhao Gang Zhao Daichi Guo ... Keqing He Xuefeng Li Liwen Wang Xinyue Cui Weiran Xu 37 19 0 28 Aug 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 59 16 0 21 Aug 2023
Demonstration-based learning for few-shot biomedical named entity recognition under machine reading comprehension Leilei Su Jian Chen Yifan Peng Cong Sun 34 2 0 12 Aug 2023
UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition Wenxuan Zhou Sheng Zhang Yu Gu Muhao Chen Hoifung Poon 30 59 0 07 Aug 2023
MESED: A Multi-modal Entity Set Expansion Dataset with Fine-grained Semantic Classes and Hard Negative Entities Yong Li Tingwei Lu Hai-Tao Zheng Tianyu Yu Shulin Huang Haitao Zheng Rui Zhang Jun Yuan 53 10 0 27 Jul 2023
Revisiting Out-of-distribution Robustness in NLP: Benchmark, Analysis, and LLMs Evaluations Lifan Yuan Yangyi Chen Ganqu Cui Hongcheng Gao Fangyuan Zou Xingyi Cheng Heng Ji Zhiyuan Liu Maosong Sun 41 73 0 07 Jun 2023
PromptNER: Prompt Locating and Typing for Named Entity Recognition Yongliang Shen Zeqi Tan Shuhui Wu Wenqi Zhang Rongsheng Zhang Yadong Xi Weiming Lu Yueting Zhuang 41 33 0 26 May 2023
Hierarchical Verbalizer for Few-Shot Hierarchical Text Classification Kexi Ji Yixin Lian Jingsheng Gao Baoyuan Wang VLM 27 21 0 26 May 2023
PromptNER: Prompting For Named Entity Recognition D. Ashok Zachary Chase Lipton 33 37 0 24 May 2023
Taxonomy Expansion for Named Entity Recognition Karthikeyan K Yogarshi Vyas Jie Ma Giovanni Paolini Neha Ann John Shuai Wang Yassine Benajiba Vittorio Castelli Dan Roth Miguel Ballesteros 24 2 0 22 May 2023
PromptNER: A Prompting Method for Few-shot Named Entity Recognition via k Nearest Neighbor Search Mozhi Zhang Hang Yan Yaqian Zhou Xipeng Qiu 23 10 0 20 May 2023
Schema-adaptable Knowledge Graph Construction Hongbin Ye Honghao Gui Xin Xu Xi Chen Huajun Chen Ningyu Zhang 43 4 0 15 May 2023
VicunaNER: Zero/Few-shot Named Entity Recognition using Vicuna Bin Ji 26 13 0 05 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 50 9 0 28 Apr 2023
DocRED-FE: A Document-Level Fine-Grained Entity And Relation Extraction Dataset Hao Wang Weimin Xiong Yifan Song Dawei Zhu Yu Xia Sujian Li 25 1 0 20 Mar 2023
A Prototypical Semantic Decoupling Method via Joint Contrastive Learning for Few-Shot Name Entity Recognition Guanting Dong Zechen Wang Liwen Wang Daichi Guo Dayuan Fu ... Tingfeng Hui Keqing He Xinyue Cui QiXiang Gao Weiran Xu 18 7 0 27 Feb 2023
A Neural Span-Based Continual Named Entity Recognition Model Yunan Zhang Qingcai Chen CLL 32 7 0 23 Feb 2023
Meta-Learning Triplet Network with Adaptive Margins for Few-Shot Named Entity Recognition Chengcheng Han Renyu Zhu Jun Kuang Feng-Xiang Chen Xiang Li Ming Gao Xuezhi Cao Wei Wu 36 5 0 14 Feb 2023
Type-Aware Decomposed Framework for Few-Shot Named Entity Recognition Yongqi Li Yu Yu T. Qian 24 14 0 13 Feb 2023
Cross-lingual German Biomedical Information Extraction: from Zero-shot to Human-in-the-Loop Siting Liang Mareike Hartmann Daniel Sonntag 23 3 0 24 Jan 2023
Towards Robustness of Text-to-SQL Models Against Natural and Realistic Adversarial Table Perturbation Xinyu Pi Bin Wang Yan Gao Jiaqi Guo Zhoujun Li Jian-Guang Lou LMTD 30 30 0 20 Dec 2022
Decoder Tuning: Efficient Language Understanding as Decoding Ganqu Cui Wentao Li Ning Ding Longtao Huang Zhiyuan Liu Maosong Sun 26 6 0 16 Dec 2022
Learning Label Modular Prompts for Text Classification in the Wild Hailin Chen Amrita Saha Chenyu You Steven C. H. Hoi OOD VLM 26 5 0 30 Nov 2022
Geoclidean: Few-Shot Generalization in Euclidean Geometry Joy Hsu Jiajun Wu Noah D. Goodman 27 6 0 30 Nov 2022
CCPrefix: Counterfactual Contrastive Prefix-Tuning for Many-Class Classification Heng Chang Canran Xu Guodong Long Tao Shen Chongyang Tao Jing Jiang 43 1 0 11 Nov 2022
Few-shot Classification with Hypersphere Modeling of Prototypes Ning Ding Yulin Chen Ganqu Cui Xiaobin Wang Haitao Zheng Zhiyuan Liu Pengjun Xie 36 8 0 10 Nov 2022
Prompt-Based Metric Learning for Few-Shot NER Yanru Chen Yanan Zheng Zhilin Yang VLM 42 27 0 08 Nov 2022
Reconciliation of Pre-trained Models and Prototypical Neural Networks in Few-shot Named Entity Recognition Youcheng Huang Wenqiang Lei Jie Fu Jiancheng Lv 19 3 0 07 Nov 2022
Language Model Pre-Training with Sparse Latent Typing Liliang Ren Zixuan Zhang H. Wang Clare R. Voss Chengxiang Zhai Heng Ji 48 3 0 23 Oct 2022
SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition Jie Wang Chengcheng Han Chengyu Wang Chuanqi Tan Minghui Qiu Songfang Huang Jun Huang Ming Gao 30 21 0 17 Oct 2022
PeerDA: Data Augmentation via Modeling Peer Relation for Span Identification Tasks Weiwen Xu Xin Li Yang Deng W. Lam Lidong Bing 34 9 0 17 Oct 2022
SEE-Few: Seed, Expand and Entail for Few-shot Named Entity Recognition Zeng Yang Linhai Zhang Deyu Zhou 41 4 0 11 Oct 2022
Learning "O" Helps for Learning More: Handling the Concealed Entity Problem for Class-incremental NER Ruotian Ma Xuanting Chen Lin Zhang Xin Zhou Junzhe Wang Tao Gui Qi Zhang Xiang Gao Yunwen Chen 47 8 0 10 Oct 2022
State-of-the-art generalisation research in NLP: A taxonomy and review Dieuwke Hupkes Mario Giulianelli Verna Dankers Mikel Artetxe Yanai Elazar ... Leila Khalatbari Maria Ryskina Rita Frieske Ryan Cotterell Zhijing Jin 127 94 0 06 Oct 2022
A Sequence Tagging based Framework for Few-Shot Relation Extraction Xukun Luo Ping Wang ViT 3DV 30 0 0 17 Aug 2022
Few-shot Named Entity Recognition with Entity-level Prototypical Network Enhanced by Dispersedly Distributed Prototypes Bin Ji Shasha Li Shaoduo Gan Jie Yu Jun Ma Huijun Liu 21 32 0 17 Aug 2022
Embedding Hallucination for Few-Shot Language Fine-tuning Yiren Jian Chongyang Gao Soroush Vosoughi 28 4 0 03 May 2022
HiNER: A Large Hindi Named Entity Recognition Dataset Rudra Murthy Pallab Bhattacharjee R. Sharnagat Jyotsana Khatri Diptesh Kanojia P. Bhattacharyya 37 14 0 28 Apr 2022
Exploring the Role of Task Transferability in Large-Scale Multi-Task Learning Vishakh Padmakumar Leonard Lausen Miguel Ballesteros Sheng Zha He He George Karypis 31 18 0 23 Apr 2022
WikiDiverse: A Multimodal Entity Linking Dataset with Diversified Contextual Topics and Entity Types Xuwu Wang Junfeng Tian Min Gui Zhixu Li Rui-cang Wang Ming Yan Lihan Chen Yanghua Xiao VGen 24 48 0 13 Apr 2022
Decomposed Meta-Learning for Few-Shot Named Entity Recognition Tingting Ma Huiqiang Jiang Qianhui Wu T. Zhao Chin-Yew Lin 40 58 0 12 Apr 2022