An elaborate and exhaustive paper list for Named Entity Recognition (NER)

Related tags

Deep Learning named-entity-recognition ner paper-list ner-datasets
Overview

Named-Entity-Recognition-NER-Papers

by Pengfei Liu, Jinlan Fu and other contributors.

An elaborate and exhaustive paper list for Named Entity Recognition (NER), covering papers from seven top conferences (ACL / EMNLP / NAACL / Coling / ICLR / AAAI / IJCAI) and eight years (2013-2020).

What can I get here?

What can I do here?

  • If you have a new "research point"? -- Tell us

    • Update the file ner_concept.md and Pull requests
    • Or you could directly propose an Issues

  • If you have a new "paper" or more reasonable annotations?

    • Add your paper (If possible, with annotated concepts) into paper_with_concept and Pull requests
    • Or you could directly propose an Issues

  • If you have a new "dataset"?

    • Add your dataset (If possible, with brief description) into ner_data and Pull requests
    • Or you could directly propose an Issues

Acknowledgments

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GLaRA: Graph-based Labeling Rule Augmentation for Weakly Supervised Named Entity Recognition
GLaRA: Graph-based Labeling Rule Augmentation for Weakly Supervised Named Entity Recognition

GLaRA: Graph-based Labeling Rule Augmentation for Weakly Supervised Named Entity Recognition

Xinyan Zhao 29 Dec 26, 2022
Weakly supervised medical named entity classification

Trove Trove is a research framework for building weakly supervised (bio)medical named entity recognition (NER) and other entity attribute classifiers

null 60 Nov 18, 2022
Chinese named entity recognization with BiLSTM using Keras

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null 1 Dec 17, 2021
[EMNLP 2021] MuVER: Improving First-Stage Entity Retrieval with Multi-View Entity Representations

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null 24 May 30, 2022
Source codes for the paper "Local Additivity Based Data Augmentation for Semi-supervised NER"

LADA This repo contains codes for the following paper: Jiaao Chen*, Zhenghui Wang*, Ran Tian, Zichao Yang, Diyi Yang: Local Additivity Based Data Augm

GT-SALT 36 Dec 2, 2022
Preprocessed Datasets for our Multimodal NER paper

Unified Multimodal Transformer (UMT) for Multimodal Named Entity Recognition (MNER) Two MNER Datasets and Codes for our ACL'2020 paper: Improving Mult

null 76 Dec 21, 2022
SpanNER: Named EntityRe-/Recognition as Span Prediction
SpanNER: Named EntityRe-/Recognition as Span Prediction

SpanNER: Named EntityRe-/Recognition as Span Prediction Overview | Demo | Installation | Preprocessing | Prepare Models | Running | System Combination

NeuLab 104 Dec 17, 2022
Few-NERD: Not Only a Few-shot NER Dataset
Few-NERD: Not Only a Few-shot NER Dataset

Few-NERD: Not Only a Few-shot NER Dataset This is the source code of the ACL-IJCNLP 2021 paper: Few-NERD: A Few-shot Named Entity Recognition Dataset.

THUNLP 319 Dec 30, 2022
A Unified Generative Framework for Various NER Subtasks.

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null 177 Jan 5, 2023
Comments
  • [Paper to Add] GraphIE (NAACL long paper)

    [Paper to Add] GraphIE (NAACL long paper)

    Hi,

    First of all, thank you for creating this handy list!

    Can you add this NER paper?

    • GraphIE: A Graph-Based Framework for Information Extraction
    • Concept: GCN, coreference consistency
    • link: https://arxiv.org/abs/1810.13083

    Again, thank you for maintaining such an awesome repo!

    Best, Zhijing

    opened by zhijing-jin 4
  • NER transfer learning dataset

    NER transfer learning dataset

    We just released Finnish and Arabic dataset that is compatible with doing transfer learning-based training from conll datasets. https://github.com/ntunlp/Zero-Shot-Cross-Lingual-NER

    opened by sbmaruf 1
  • fix test set boundaries for conll++ dataset

    fix test set boundaries for conll++ dataset

    There was an error when preprocessing the DOCSTART boundaries in this dataset. A fix was pushed in the original repo (https://github.com/ZihanWangKi/CrossWeigh/pull/4). Extremely sorry that I forgot a separate file was maintained here, so I am copying the corrected file.

    opened by ZihanWangKi 0
  • Add CoNLL++

    Add CoNLL++

    Hi Authors,

    CoNLL++ views ner (CoNLL03) as a task to train with noisy annotations and test with gold-standard annotations. Specifically, we manually re-annotated the whole test set such that each sentence is annotated by at least two annotators. All the inconsistent annotations went through a final check and we ended up correcting about 5% of the test set (186 sentences). Here is the link to our github repo: https://github.com/ZihanWangKi/CrossWeigh.

    opened by ZihanWangKi 0
Owner
Pengfei Liu
Postdoc in the Language Technologies Institute (LTI) at Carnegie Mellon University
Pengfei Liu
GitHub
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An Easy-to-use, Modular and Prolongable package of deep-learning based Named Entity Recognition Models.

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Code for Two-stage Identifier: "Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition"

Code for Two-stage Identifier: "Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition", accepted at ACL 2021. For details of the model and experiments, please see our paper.

tricktreat 87 Dec 16, 2022
[ACL-IJCNLP 2021] Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning

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Named Entity Recognition with Small Strongly Labeled and Large Weakly Labeled Data

Named Entity Recognition with Small Strongly Labeled and Large Weakly Labeled Data arXiv This is the code base for weakly supervised NER. We provide a

Amazon 92 Jan 4, 2023
Simple and Effective Few-Shot Named Entity Recognition with Structured Nearest Neighbor Learning

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[EMNLP 2021] Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training

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Chinese clinical named entity recognition using pre-trained BERT model

Chinese clinical named entity recognition (CNER) using pre-trained BERT model Introduction Code for paper Chinese clinical named entity recognition wi

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Source Code For Template-Based Named Entity Recognition Using BART

Template-Based NER Source Code For Template-Based Named Entity Recognition Using BART Training Training train.py Inference inference.py Corpus ATIS (h

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“Data Augmentation for Cross-Domain Named Entity Recognition” (EMNLP 2021)

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