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 751800 of 2874 papers

TitleStatusHype
Nested Named Entity Recognition as Holistic Structure Parsing0
TASTEset -- Recipe Dataset and Food Entities Recognition BenchmarkCode1
Qtrade AI at SemEval-2022 Task 11: An Unified Framework for Multilingual NER Task0
EHRKit: A Python Natural Language Processing Toolkit for Electronic Health Record Texts0
L3Cube-MahaNER: A Marathi Named Entity Recognition Dataset and BERT models0
Solving Price Per Unit Problem Around the World: Formulating Fact Extraction as Question Answering0
Trigger-GNN: A Trigger-Based Graph Neural Network for Nested Named Entity Recognition0
Delving Deep into Regularity: A Simple but Effective Method for Chinese Named Entity Recognition0
Decomposed Meta-Learning for Few-Shot Named Entity RecognitionCode2
Doctor XAvIer: Explainable Diagnosis on Physician-Patient Dialogues and XAI EvaluationCode0
Entities, Dates, and Languages: Zero-Shot on Historical Texts with T0Code0
"FIJO": a French Insurance Soft Skill Detection DatasetCode0
A Comparative Study of Pre-trained Encoders for Low-Resource Named Entity RecognitionCode1
Few-Shot Cross-lingual Transfer for Coarse-grained De-identification of Code-Mixed Clinical TextsCode1
Breaking Character: Are Subwords Good Enough for MRLs After All?0
MINER: Improving Out-of-Vocabulary Named Entity Recognition from an Information Theoretic PerspectiveCode1
BioRED: A Rich Biomedical Relation Extraction DatasetCode1
CyNER: A Python Library for Cybersecurity Named Entity RecognitionCode1
BioBART: Pretraining and Evaluation of A Biomedical Generative Language ModelCode1
RuBioRoBERTa: a pre-trained biomedical language model for Russian language biomedical text miningCode1
Automatic Extraction of Nested Entities in Clinical Referrals in SpanishCode0
LAMNER: Code Comment Generation Using Character Language Model and Named Entity Recognition0
Extracting Impact Model Narratives from Social Services' TextCode0
Multi-View Approach to Suggest Moderation Actions in Community Question Answering Sites0
Product Market Demand Analysis Using NLP in Banglish Text with Sentiment Analysis and Named Entity Recognition0
End-to-end model for named entity recognition from speech without paired training data0
A Dual-Contrastive Framework for Low-Resource Cross-Lingual Named Entity RecognitionCode0
kNN-NER: Named Entity Recognition with Nearest Neighbor SearchCode1
Scientific and Technological Text Knowledge Extraction Method of based on Word Mixing and GRU0
LinkBERT: Pretraining Language Models with Document LinksCode2
Federated Named Entity Recognition0
Hierarchical Transformer Model for Scientific Named Entity RecognitionCode0
Computer Science Named Entity Recognition in the Open Research Knowledge GraphCode1
Using Domain Knowledge for Low Resource Named Entity Recognition0
Mono vs Multilingual BERT: A Case Study in Hindi and Marathi Named Entity Recognition0
Few-shot Named Entity Recognition with Self-describing NetworksCode1
SU-NLP at SemEval-2022 Task 11: Complex Named Entity Recognition with Entity Linking0
Neural Token Segmentation for High Token-Internal Complexity0
An Intellectual Property Entity Recognition Method Based on Transformer and Technological Word Information0
Leveraging Expert Guided Adversarial Augmentation For Improving Generalization in Named Entity RecognitionCode0
Parallel Instance Query Network for Named Entity RecognitionCode1
Radiology Text Analysis System (RadText): Architecture and EvaluationCode1
UlyssesNER-Br: A Corpus of Brazilian Legislative Documents for Named Entity Recognition0
KinyaBERT: a Morphology-aware Kinyarwanda Language ModelCode1
Thinking about GPT-3 In-Context Learning for Biomedical IE? Think AgainCode1
Label Semantics for Few Shot Named Entity RecognitionCode1
WCL-BBCD: A Contrastive Learning and Knowledge Graph Approach to Named Entity Recognition0
MarkBERT: Marking Word Boundaries Improves Chinese BERTCode1
A Survey of Adversarial Defences and Robustness in NLP0
Pretrained Domain-Specific Language Model for General Information Retrieval Tasks in the AEC DomainCode1
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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