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 9511000 of 2874 papers

TitleStatusHype
PDALN: Progressive Domain Adaptation over a Pre-trained Model for Low-Resource Cross-Domain Named Entity Recognition0
TEBNER: Domain Specific Named Entity Recognition with Type Expanded Boundary-aware Network0
ChemNER: Fine-Grained Chemistry Named Entity Recognition with Ontology-Guided Distant SupervisionCode0
WikiNEuRal: Combined Neural and Knowledge-based Silver Data Creation for Multilingual NERCode1
Named Entity Recognition for Entity Linking: What Works and What’s NextCode1
HiTRANS: A Hierarchical Transformer Network for Nested Named Entity Recognition0
Language Clustering for Multilingual Named Entity Recognition0
CNNBiF: CNN-based Bigram Features for Named Entity Recognition0
MAD-G: Multilingual Adapter Generation for Efficient Cross-Lingual Transfer0
Named Entity Recognition in Historic Legal Text: A Transformer and State Machine Ensemble Method0
Named Entity Recognition in the Romanian Legal DomainCode0
Evaluating the carbon footprint of NLP methods: a survey and analysis of existing tools0
Deep Learning Transformer Architecture for Named Entity Recognition on Low Resourced Languages: State of the art results0
Backdoor Pre-trained Models Can Transfer to AllCode0
Part & Whole Extraction: Towards A Deep Understanding of Quantitative Facts for Percentages in Text0
Label-Descriptive Patterns and Their Application to Characterizing Classification ErrorsCode1
Turkish Named Entity Recognition: A Survey and Comparative Analysis0
CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning0
Learning Rich Representation of Keyphrases from Text0
A Pharmacovigilance Application of Social Media Mining: An Ensemble Approach for Automated Classification and Extraction of Drug Mentions in Tweets0
Good Examples Make A Faster Learner: Simple Demonstration-based Learning for Low-resource NERCode1
Named Entity Recognition in Unstructured Medical Text Documents0
Understanding Model Robustness to User-generated Noisy TextsCode0
Fusing Heterogeneous Factors with Triaffine Mechanism for Nested Named Entity RecognitionCode1
Investigation on Data Adaptation Techniques for Neural Named Entity Recognition0
Bottom-Up Constituency Parsing and Nested Named Entity Recognition with Pointer NetworksCode1
Improving Distantly-Supervised Named Entity Recognition with Self-Collaborative Denoising LearningCode1
Protagonists' Tagger in Literary Domain -- New Datasets and a Method for Person Entity Linkage0
Nested Named Entity Recognition for Chinese Electronic Health Records with QA-based Sequence Labeling0
Home Appliance Review Research Via Adversarial Reptile0
Aggregating User-Centric and Post-Centric Sentiments from Social Media for Topical Stance Prediction0
OPAD: An Optimized Policy-based Active Learning Framework for Document Content Analysis0
MatSciBERT: A Materials Domain Language Model for Text Mining and Information ExtractionCode1
Training sequence labeling models using prior knowledge0
Template-free Prompt Tuning for Few-shot NERCode1
Actionable Entities Recognition Benchmark for Interactive FictionCode1
An Enhanced Span-based Decomposition Method for Few-Shot Sequence LabelingCode1
Text to Insight: Accelerating Organic Materials Knowledge Extraction via Deep Learning0
Feature-Rich Named Entity Recognition for Bulgarian Using Conditional Random Fields0
Separating Retention from Extraction in the Evaluation of End-to-end Relation Extraction0
GERNERMED -- An Open German Medical NER ModelCode1
Named Entity Recognition and Classification on Historical Documents: A SurveyCode1
Breaking BERT: Understanding its Vulnerabilities for Named Entity Recognition through Adversarial AttackCode0
DialogueBERT: A Self-Supervised Learning based Dialogue Pre-training Encoder0
BERTweetFR : Domain Adaptation of Pre-Trained Language Models for French Tweets0
reproducing "ner and pos when nothing is capitalized"Code0
The futility of STILTs for the classification of lexical borrowings in Spanish0
Slot Filling for Biomedical Information ExtractionCode0
Improving Unsupervised Question Answering via Summarization-Informed Question Generation0
MFE-NER: Multi-feature Fusion Embedding for Chinese Named Entity RecognitionCode0
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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