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 151200 of 2874 papers

TitleStatusHype
Propose-and-Refine: A Two-Stage Set Prediction Network for Nested Named Entity RecognitionCode1
Boundary Smoothing for Named Entity RecognitionCode1
Robust Self-Augmentation for Named Entity Recognition with Meta ReweightingCode1
KALA: Knowledge-Augmented Language Model AdaptationCode1
A Benchmark for Automatic Medical Consultation System: Frameworks, Tasks and DatasetsCode1
TASTEset -- Recipe Dataset and Food Entities Recognition BenchmarkCode1
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
MINER: Improving Out-of-Vocabulary Named Entity Recognition from an Information Theoretic PerspectiveCode1
BioBART: Pretraining and Evaluation of A Biomedical Generative Language ModelCode1
RuBioRoBERTa: a pre-trained biomedical language model for Russian language biomedical text miningCode1
CyNER: A Python Library for Cybersecurity Named Entity RecognitionCode1
BioRED: A Rich Biomedical Relation Extraction DatasetCode1
kNN-NER: Named Entity Recognition with Nearest Neighbor SearchCode1
Computer Science Named Entity Recognition in the Open Research Knowledge GraphCode1
Few-shot Named Entity Recognition with Self-describing NetworksCode1
Parallel Instance Query Network for Named Entity RecognitionCode1
Radiology Text Analysis System (RadText): Architecture and EvaluationCode1
Thinking about GPT-3 In-Context Learning for Biomedical IE? Think AgainCode1
KinyaBERT: a Morphology-aware Kinyarwanda Language ModelCode1
Label Semantics for Few Shot Named Entity RecognitionCode1
MarkBERT: Marking Word Boundaries Improves Chinese BERTCode1
Pretrained Domain-Specific Language Model for General Information Retrieval Tasks in the AEC DomainCode1
Nested Named Entity Recognition as Latent Lexicalized Constituency ParsingCode1
InstructionNER: A Multi-Task Instruction-Based Generative Framework for Few-shot NERCode1
USTC-NELSLIP at SemEval-2022 Task 11: Gazetteer-Adapted Integration Network for Multilingual Complex Named Entity RecognitionCode1
Distantly Supervised Named Entity Recognition via Confidence-Based Multi-Class Positive and Unlabeled LearningCode1
QaNER: Prompting Question Answering Models for Few-shot Named Entity RecognitionCode1
DAMO-NLP at SemEval-2022 Task 11: A Knowledge-based System for Multilingual Named Entity RecognitionCode1
ParaNames: A Massively Multilingual Entity Name CorpusCode1
DataMUX: Data Multiplexing for Neural NetworksCode1
AISHELL-NER: Named Entity Recognition from Chinese SpeechCode1
Adaptive Fine-Tuning of Transformer-Based Language Models for Named Entity RecognitionCode1
Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequencesCode1
Annotating the Tweebank Corpus on Named Entity Recognition and Building NLP Models for Social Media AnalysisCode1
RuMedBench: A Russian Medical Language Understanding BenchmarkCode1
An end to end approach for brand recognition in product titles with BI-LSTM-CRFCode1
KIND: an Italian Multi-Domain Dataset for Named Entity RecognitionCode1
Unified Named Entity Recognition as Word-Word Relation ClassificationCode1
Learning Rich Representation of Keyphrases from TextCode1
Simple Questions Generate Named Entity Recognition DatasetsCode1
Named entity recognition architecture combining contextual and global featuresCode1
ITA: Image-Text Alignments for Multi-Modal Named Entity RecognitionCode1
Fast and Accurate End-to-End Span-based Semantic Role Labeling as Word-based Graph ParsingCode1
Causal Distillation for Language ModelsCode1
KazNERD: Kazakh Named Entity Recognition DatasetCode1
Enhancing Multilingual Language Model with Massive Multilingual Knowledge TriplesCode1
SLUE: New Benchmark Tasks for Spoken Language Understanding Evaluation on Natural SpeechCode1
MarkBERT: Marking Word Boundaries Improves Chinese BERTCode1
Zero-Shot Learning in Named-Entity Recognition with External KnowledgeCode1
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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
4BLSTM-CNN-Char (SparkNLP)F189.13Unverified
5Spark NLPF189.13Unverified
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
8Spark NLPF189.73Unverified
9BLSTM-CNN-Char (SparkNLP)F189.73Unverified
10UniNER-7BF189.34Unverified