SOTAVerified

Named Entity Recognition (NER)

Named Entity Recognition (NER) is a task of Natural Language Processing (NLP) that involves identifying and classifying named entities in a text into predefined categories such as person names, organizations, locations, and others. The goal of NER is to extract structured information from unstructured text data and represent it in a machine-readable format. Approaches typically use BIO notation, which differentiates the beginning (B) and the inside (I) of entities. O is used for non-entity tokens.

Example:

| Mark | Watney | visited | Mars | | --- | ---| --- | --- | | B-PER | I-PER | O | B-LOC |

( Image credit: Zalando )

Papers

Showing 18011850 of 2874 papers

TitleStatusHype
Improving Chemical Named Entity Recognition in Patents with Contextualized Word EmbeddingsCode0
Reliability-aware Dynamic Feature Composition for Name TaggingCode0
Corpus Creation and Analysis for Named Entity Recognition in Telugu-English Code-Mixed Social Media Data0
Towards Improving Neural Named Entity Recognition with GazetteersCode0
A Prism Module for Semantic Disentanglement in Name Entity RecognitionCode0
Cross-Domain NER using Cross-Domain Language ModelingCode0
A Neural Multi-digraph Model for Chinese NER with GazetteersCode0
Un corpus libre, \'evolutif et versionn\'e en entit\'es nomm\'ees du Fran (A free, evolving and versioned french named entity recognition corpus)0
Dual Adversarial Neural Transfer for Low-Resource Named Entity Recognition0
Curriculum d'apprentissage : reconnaissance d'entit\'es nomm\'ees pour l'extraction de concepts s\'emantiques (Curriculum learning : named entity recognition for semantic concept extraction)0
Learning How to Active Learn by DreamingCode0
Deep Neural Model Inspection and Comparison via Functional Neuron Pathways0
Robust to Noise Models in Natural Language Processing TasksCode0
AlpacaTag: An Active Learning-based Crowd Annotation Framework for Sequence Tagging0
A Semi-Markov Structured Support Vector Machine Model for High-Precision Named Entity Recognition0
Merge and Label: A novel neural network architecture for nested NERCode0
Multilingual Named Entity Recognition Using Pretrained Embeddings, Attention Mechanism and NCRFCode0
Exploiting Entity BIO Tag Embeddings and Multi-task Learning for Relation Extraction with Imbalanced Data0
Few-Shot Sequence Labeling with Label Dependency Transfer and Pair-wise Embedding0
Multi-Grained Named Entity RecognitionCode0
Towards Robust Named Entity Recognition for Historic GermanCode0
Modeling Noisiness to Recognize Named Entities using Multitask Neural Networks on Social Media0
A Multi-task Approach for Named Entity Recognition in Social Media DataCode0
Named Entity Recognition on Code-Switched Data: Overview of the CALCS 2018 Shared Task0
Sequence-to-Nuggets: Nested Entity Mention Detection via Anchor-Region NetworksCode0
GCDT: A Global Context Enhanced Deep Transition Architecture for Sequence LabelingCode0
Distantly Supervised Named Entity Recognition using Positive-Unlabeled LearningCode0
Converse Attention Knowledge Transfer for Low-Resource Named Entity Recognition0
NNE: A Dataset for Nested Named Entity Recognition in English Newswire0
Sequence Tagging with Contextual and Non-Contextual Subword Representations: A Multilingual EvaluationCode0
A Neural Named Entity Recognition and Multi-Type Normalization Tool for Biomedical Text MiningCode0
Better Modeling of Incomplete Annotations for Named Entity Recognition0
UNH at SemEval-2019 Task 12: Toponym Resolution in Scientific Papers0
NLP@UIT at SemEval-2019 Task 4: The Paparazzo Hyperpartisan News Detector0
Audio De-identification - a New Entity Recognition Task0
SC-LSTM: Learning Task-Specific Representations in Multi-Task Learning for Sequence Labeling0
Cross-lingual Transfer Learning for Japanese Named Entity Recognition0
A General-Purpose Annotation Model for Knowledge Discovery: Case Study in Spanish Clinical Text0
Practical, Efficient, and Customizable Active Learning for Named Entity Recognition in the Digital HumanitiesCode0
FLAIR: An Easy-to-Use Framework for State-of-the-Art NLPCode0
Old is Gold: Linguistic Driven Approach for Entity and Relation Linking of Short TextCode0
Biomedical Named Entity Recognition via Reference-Set Augmented Bootstrapping0
Medical Word Embeddings for Spanish: Development and Evaluation0
Hierarchical Nested Named Entity Recognition0
Pooled Contextualized Embeddings for Named Entity Recognition0
University of Arizona at SemEval-2019 Task 12: Deep-Affix Named Entity Recognition of Geolocation Entities0
應用記憶增強條件隨機場域與之深度學習及自動化詞彙特徵於中文命名實體辨識之研究 (Leveraging Memory Enhanced Conditional Random Fields with Gated CNN and Automatic BAPS Features for Chinese Named Entity Recognition)0
Quantization Loss Re-Learning Method0
Learning Task-specific Representation for Novel Words in Sequence LabelingCode0
A Joint Named-Entity Recognizer for Heterogeneous Tag-sets Using a Tag Hierarchy0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ACE + document-contextF194.6Unverified
2LUKE 483MF194.3Unverified
3Co-regularized LUKEF194.22Unverified
4LUKE + SubRegWeigh (K-means)F194.2Unverified
5ASP+T5-3BF194.1Unverified
6FLERT XLM-RF194.09Unverified
7PL-MarkerF194Unverified
8CL-KLF193.85Unverified
9XLNet-GCNF193.82Unverified
10RoBERTa + SubRegWeigh (K-means)F193.81Unverified
#ModelMetricClaimedVerifiedStatus
1BERT-MRC+DSCF192.07Unverified
2PL-MarkerF191.9Unverified
3Baseline + BSF191.74Unverified
4Biaffine-NERF191.3Unverified
5BERT-MRCF191.11Unverified
6PIQNF190.96Unverified
7HGNF190.92Unverified
8Syn-LSTM + BERT (wo doc-context)F190.85Unverified
9DiffusionNERF190.66Unverified
10W2NERF190.5Unverified
#ModelMetricClaimedVerifiedStatus
1BioBERTF189.71Unverified
2SpanModel + SequenceLabelingModelF189.6Unverified
3SciFive-BaseF189.39Unverified
4Spark NLPF189.13Unverified
5BLSTM-CNN-Char (SparkNLP)F189.13Unverified
6KeBioLMF189.1Unverified
7CL-KLF188.96Unverified
8BioKMNER + BioBERTF188.77Unverified
9BioLinkBERT (large)F188.76Unverified
10CompactBioBERTF188.67Unverified
#ModelMetricClaimedVerifiedStatus
1CL-KLF160.45Unverified
2RoBERTa + SubRegWeigh (K-means)F160.29Unverified
3BERT-CRF (Replicated in AdaSeq)F159.69Unverified
4RoBERTa-BiLSTM-contextF159.61Unverified
5BERT + RegLERF158.9Unverified
6TNER -xlm-r-largeF158.5Unverified
7HGNF157.41Unverified
8ASA + RoBERTaF157.3Unverified
9BERTweetF156.5Unverified
10MINERF154.86Unverified
#ModelMetricClaimedVerifiedStatus
1Ours: cross-sentence ALBF190.9Unverified
2GoLLIEF189.6Unverified
3PromptNER [RoBERTa-large]F188.26Unverified
4PIQNF187.42Unverified
5PromptNER [BERT-large]F187.21Unverified
6DiffusionNERF186.93Unverified
7BERT-MRCF186.88Unverified
8UniNER-7BF186.69Unverified
9Locate and LabelF186.67Unverified
10BoningKnifeF185.46Unverified
#ModelMetricClaimedVerifiedStatus
1KeBioLMF182Unverified
2BLSTM-CNN-Char (SparkNLP)F181.29Unverified
3Spark NLPF181.29Unverified
4BINDERF180.3Unverified
5BioMobileBERTF180.13Unverified
6BioLinkBERT (large)F180.06Unverified
7DistilBioBERTF179.97Unverified
8CompactBioBERTF179.88Unverified
9BioDistilBERTF179.1Unverified
10PubMedBERT uncasedF179.1Unverified
#ModelMetricClaimedVerifiedStatus
1BINDERF191.9Unverified
2ConNERF191.3Unverified
3CL-L2F190.99Unverified
4aimpedF190.95Unverified
5BertForTokenClassification (Spark NLP)F190.89Unverified
6BioLinkBERT (large)F190.22Unverified
7ELECTRAMedF190.03Unverified
8BLSTM-CNN-Char (SparkNLP)F189.73Unverified
9Spark NLPF189.73Unverified
10UniNER-7BF189.34Unverified