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 22512300 of 2874 papers

TitleStatusHype
Biographical: A Semi-Supervised Relation Extraction Dataset0
BioinformaticsUA: Concept Recognition in Clinical Narratives Using a Modular and Highly Efficient Text Processing Framework0
Biomedical and Clinical Language Models for Spanish: On the Benefits of Domain-Specific Pretraining in a Mid-Resource Scenario0
Biomedical Document Retrieval for Clinical Decision Support System0
Biomedical entity extraction using machine-learning based approaches0
Biomedical Information Extraction for Disease Gene Prioritization0
Biomedical Named Entity Recognition using Conditional Random Fields and Rich Feature Sets0
Biomedical NER using Novel Schema and Distant Supervision0
BioMegatron: Larger Biomedical Domain Language Model0
BioMNER: A Dataset for Biomedical Method Entity Recognition0
Biomolecular Event Extraction using a Stacked Generalization based Classifier0
Bit Cipher -- A Simple yet Powerful Word Representation System that Integrates Efficiently with Language Models0
BiTeM at WNUT 2020 Shared Task-1: Named Entity Recognition over Wet Lab Protocols using an Ensemble of Contextual Language Models0
Bitext Name Tagging for Cross-lingual Entity Annotation Projection0
BLAR: Biomedical Local Acronym Resolver0
BoningKnife: Joint Entity Mention Detection and Typing for Nested NER via prior Boundary Knowledge0
Book Review: Biomedical Natural Language Processing by Kevin Bretonnel Cohen and Dina Demner-Fushman0
Boosting Named Entity Recognition with Neural Character Embeddings0
Boosting Named Entity Recognition with Neural Character Embeddings0
Boosting Question Answering by Deep Entity Recognition0
Boosting Span-based Joint Entity and Relation Extraction via Squence Tagging Mechanism0
Bootstrapped Text-level Named Entity Recognition for Literature0
Bootstrapping a historical commodities lexicon with SKOS and DBpedia0
Bootstrapping a Romanian Corpus for Medical Named Entity Recognition0
Bootstrapping Biomedical Ontologies for Scientific Text using NELL0
Bootstrapping Large-scale Named Entities using URL-Text Hybrid Patterns0
Bootstrapping Named Entity Recognition in E-Commerce with Positive Unlabeled Learning0
bot.zen @ EmpiriST 2015 - A minimally-deep learning PoS-tagger (trained for German CMC and Web data)0
Boundary identification of events in clinical named entity recognition0
Boundary Smoothing for Named Entity Recognition0
brat: a Web-based Tool for NLP-Assisted Text Annotation0
Breaking Character: Are Subwords Good Enough for MRLs After All?0
Breaking Character: Are Subwords Good Enough for MRLs After All?0
Bridge-Language Capitalization Inference in Western Iranian: Sorani, Kurmanji, Zazaki, and Tajik0
Bridging the Gap: Transfer Learning from English PLMs to Malaysian English0
Broad Twitter Corpus: A Diverse Named Entity Recognition Resource0
BSNLP2019 Shared Task Submission: Multisource Neural NER Transfer0
BTPK-based interpretable method for NER tasks based on Talmudic Public Announcement Logic0
Building A Contrasting Taxa Extractor for Relation Identification from Assertions: BIOlogical Taxonomy \& Ontology Phrase Extraction System0
Building a Crisis Management Term Resource for Social Media: The Case of Floods and Protests0
Building a Massive Corpus for Named Entity Recognition using Free Open Data Sources0
Building and Evaluating Universal Named-Entity Recognition English corpus0
Building astroBERT, a language model for Astronomy & Astrophysics0
Building English-Vietnamese Named Entity Corpus with Aligned Bilingual News Articles0
Building Foundations for Natural Language Processing of Historical Turkish: Resources and Models0
Building Hierarchically Disentangled Language Models for Text Generation with Named Entities0
Building Lexical Vector Representations from Concept Definitions0
Building Low-Resource NER Models Using Non-Speaker Annotation0
Building Low-Resource NER Models Using Non-Speaker Annotations0
Building Multilingual Corpora for a Complex Named Entity Recognition and Classification Hierarchy using Wikipedia and DBpedia0
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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