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 23512400 of 2874 papers

TitleStatusHype
FsPONER: Few-shot Prompt Optimization for Named Entity Recognition in Domain-specific ScenariosCode0
Decomposed Meta-Learning for Few-Shot Sequence LabelingCode0
Fine-Grained Named Entity Recognition using ELMo and WikidataCode0
Adversarial Adaptation for French Named Entity RecognitionCode0
FuzzyBIO: A Proposal for Fuzzy Representation of Discontinuous EntitiesCode0
Data Centric Domain Adaptation for Historical Text with OCR ErrorsCode0
WIDER & CLOSER: Mixture of Short-channel Distillers for Zero-shot Cross-lingual Named Entity RecognitionCode0
Gated Task Interaction Framework for Multi-task Sequence TaggingCode0
An Empirical Investigation Towards Efficient Multi-Domain Language Model Pre-trainingCode0
Methods for Recognizing Nested TermsCode0
Gazetteer-Enhanced Bangla Named Entity Recognition with BanglaBERT Semantic Embeddings K-Means-Infused CRF ModelCode0
GCDT: A Global Context Enhanced Deep Transition Architecture for Sequence LabelingCode0
#MeTooMaastricht: Building a chatbot to assist survivors of sexual harassmentCode0
Data Augmentation for Robust Character Detection in Fantasy NovelsCode0
MFE-NER: Multi-feature Fusion Embedding for Chinese Named Entity RecognitionCode0
mgsohrab at WNUT 2020 Shared Task-1: Neural Exhaustive Approach for Entity and Relation Recognition Over Wet Lab ProtocolsCode0
Generalizing Few-Shot Named Entity Recognizers to Unseen Domains with Type-Related FeaturesCode0
Generalizing Natural Language Analysis through Span-relation RepresentationsCode0
TwitIE: An Open-Source Information Extraction Pipeline for Microblog TextCode0
Task Oriented Conversational Modelling With Subjective KnowledgeCode0
Semantic Relation Classification via Bidirectional LSTM Networks with Entity-aware Attention using Latent Entity TypingCode0
CAN-NER: Convolutional Attention Network for Chinese Named Entity RecognitionCode0
CamemBERT: a Tasty French Language ModelCode0
Generating Medical Prescriptions with Conditional TransformerCode0
PAI at SemEval-2022 Task 11: Name Entity Recognition with Contextualized Entity Representations and Robust Loss FunctionsCode0
Data Augmentation for Low-Resource Named Entity Recognition Using BacktranslationCode0
PAI at SemEval-2023 Task 2: A Universal System for Named Entity Recognition with External Entity InformationCode0
Mining experimental data from Materials Science literature with Large Language Models: an evaluation studyCode0
Fine-grained Entity Typing without Knowledge BaseCode0
ANEA: Automated (Named) Entity Annotation for German Domain-Specific TextsCode0
Minority Language Twitter: Part-of-Speech Tagging and Analysis of Irish TweetsCode0
PAMPO: using pattern matching and pos-tagging for effective Named Entities recognition in PortugueseCode0
Mitigating Temporal-Drift: A Simple Approach to Keep NER Models CrispCode0
Building timelines of soccer matches from TwitterCode0
Fine-grained Contract NER using instruction based modelCode0
Financial Named Entity Recognition: How Far Can LLM Go?Code0
GERNERMED++: Transfer Learning in German Medical NLPCode0
Aggregating and Predicting Sequence Labels from Crowd AnnotationsCode0
GGPONC 2.0 - The German Clinical Guideline Corpus for Oncology: Curation Workflow, Annotation Policy, Baseline NER TaggersCode0
Building Named Entity Recognition Taggers via Parallel CorporaCode0
"FIJO": a French Insurance Soft Skill Detection DatasetCode0
FewTopNER: Integrating Few-Shot Learning with Topic Modeling and Named Entity Recognition in a Multilingual FrameworkCode0
Few-shot Learning for Named Entity Recognition in Medical TextCode0
Building a Kannada POS Tagger Using Machine Learning and Neural Network ModelsCode0
Breaking BERT: Understanding its Vulnerabilities for Named Entity Recognition through Adversarial AttackCode0
DaN+: Danish Nested Named Entities and Lexical NormalizationCode0
GloVe: Global Vectors for Word RepresentationCode0
Boosting Cross-Lingual Transfer via Self-Learning with Uncertainty EstimationCode0
WikiDragon: A Java Framework For Diachronic Content And Network Analysis Of MediaWikisCode0
Few-Shot Domain Adaptation for Named-Entity Recognition via Joint Constrained k-Means and Subspace SelectionCode0
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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