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 11511200 of 2874 papers

TitleStatusHype
Reducing the impact of out of vocabulary words in the translation of natural language questions into SPARQL queries0
A PubMedBERT-based Classifier with Data Augmentation Strategy for Detecting Medication Mentions in Tweets0
The Korean Morphologically Tight-Fitting Tokenizer for Noisy User-Generated Texts0
Named Entity Recognition in the Romanian Legal DomainCode0
PDALN: Progressive Domain Adaptation over a Pre-trained Model for Low-Resource Cross-Domain Named Entity Recognition0
Unsupervised Paraphrasing Consistency Training for Low Resource Named Entity Recognition0
Zero-Shot Cross-Lingual Transfer is a Hard Baseline to Beat in German Fine-Grained Entity Typing0
Batavia asked for advice. Pretrained language models for Named Entity Recognition in historical texts.Code0
Deep Learning Transformer Architecture for Named Entity Recognition on Low Resourced Languages: State of the art results0
MAD-G: Multilingual Adapter Generation for Efficient Cross-Lingual Transfer0
MS-Mentions: Consistently Annotating Entity Mentions in Materials Science Procedural Text0
Synchronous Dual Network with Cross-Type Attention for Joint Entity and Relation Extraction0
Analysis of Zero-Shot Crosslingual Learning between English and Korean for Named Entity RecognitionCode0
CroAno : A Crowd Annotation Platform for Improving Label Consistency of Chinese NER Dataset0
SeqAttack: On Adversarial Attacks for Named Entity Recognition0
CNNBiF: CNN-based Bigram Features for Named Entity Recognition0
ChemNER: Fine-Grained Chemistry Named Entity Recognition with Ontology-Guided Distant SupervisionCode0
Arabic Named Entity Recognition Using Transformer-based-CRF Model0
Fine-grained Entity Typing without Knowledge BaseCode0
Few-Shot Named Entity Recognition: An Empirical Baseline Study0
Language Clustering for Multilingual Named Entity Recognition0
Named Entity Recognition in Historic Legal Text: A Transformer and State Machine Ensemble Method0
TEBNER: Domain Specific Named Entity Recognition with Type Expanded Boundary-aware Network0
Improved Named Entity Recognition for Noisy Call Center Transcripts0
HiTRANS: A Hierarchical Transformer Network for Nested Named Entity Recognition0
Evaluating the carbon footprint of NLP methods: a survey and analysis of existing tools0
Backdoor Pre-trained Models Can Transfer to AllCode0
Part & Whole Extraction: Towards A Deep Understanding of Quantitative Facts for Percentages in Text0
Turkish Named Entity Recognition: A Survey and Comparative Analysis0
Learning Rich Representation of Keyphrases from Text0
CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning0
A Pharmacovigilance Application of Social Media Mining: An Ensemble Approach for Automated Classification and Extraction of Drug Mentions in Tweets0
Named Entity Recognition in Unstructured Medical Text Documents0
Understanding Model Robustness to User-generated Noisy TextsCode0
Investigation on Data Adaptation Techniques for Neural Named Entity Recognition0
Protagonists' Tagger in Literary Domain -- New Datasets and a Method for Person Entity Linkage0
Home Appliance Review Research Via Adversarial Reptile0
OPAD: An Optimized Policy-based Active Learning Framework for Document Content Analysis0
Nested Named Entity Recognition for Chinese Electronic Health Records with QA-based Sequence Labeling0
Aggregating User-Centric and Post-Centric Sentiments from Social Media for Topical Stance Prediction0
Training sequence labeling models using prior knowledge0
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
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
The futility of STILTs for the classification of lexical borrowings in Spanish0
reproducing "ner and pos when nothing is capitalized"Code0
Slot Filling for Biomedical Information ExtractionCode0
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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