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 25512600 of 2874 papers

TitleStatusHype
PuoBERTa: Training and evaluation of a curated language model for SetswanaCode0
NamedEntityRangers at SemEval-2022 Task 11: Transformer-based Approaches for Multilingual Complex Named Entity RecognitionCode0
CROP: Zero-shot Cross-lingual Named Entity Recognition with Multilingual Labeled Sequence TranslationCode0
Enhancing Relation Extraction via Adversarial Multi-task LearningCode0
QuASE: Question-Answer Driven Sentence EncodingCode0
Batavia asked for advice. Pretrained language models for Named Entity Recognition in historical texts.Code0
Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling MechanismsCode0
Word Representations, Tree Models and Syntactic FunctionsCode0
Creation of a Balanced State-of-the-Art Multilayer Corpus for NLUCode0
WNUT 2020 Shared Task-1: Conditional Random Field(CRF) based Named Entity Recognition(NER) for Wet Lab ProtocolsCode0
Countering Malicious Content Moderation Evasion in Online Social Networks: Simulation and Detection of Word CamouflageCode0
Incorporating Lexical and Syntactic Knowledge for Unsupervised Cross-Lingual TransferCode0
Contributions to Clinical Named Entity Recognition in PortugueseCode0
Using Similarity Measures to Select Pretraining Data for NERCode0
Single-/Multi-Source Cross-Lingual NER via Teacher-Student Learning on Unlabeled Data in Target LanguageCode0
Enhancing Pharmacovigilance with Drug Reviews and Social MediaCode0
Single versus Multiple Annotation for Named Entity Recognition of MutationsCode0
Named Entity Recognition for Chinese biomedical patentsCode0
Inexpensive Domain Adaptation of Pretrained Language Models: Case Studies on Biomedical NER and Covid-19 QACode0
Named Entity Recognition for Chinese Social Media with Jointly Trained EmbeddingsCode0
Training for Gibbs Sampling on Conditional Random Fields with Neural Scoring FactorsCode0
Contextual String Embeddings for Sequence LabelingCode0
Influence Functions for Sequence Tagging ModelsCode0
A Domain Knowledge Enhanced Pre-Trained Language Model for Vertical Search: Case Study on Medicinal ProductsCode0
Named Entity Recognition for Hindi-English Code-Mixed Social Media TextCode0
Information Extraction from Clinical Notes: Are We Ready to Switch to Large Language Models?Code0
Skill-LLM: Repurposing General-Purpose LLMs for Skill ExtractionCode0
Named Entity Recognition for Nepali LanguageCode0
Enhancing Language Models for Financial Relation Extraction with Named Entities and Part-of-SpeechCode0
Named-Entity Recognition for NorwegianCode0
A Pragmatic Guide to Geoparsing EvaluationCode0
A Boundary-aware Neural Model for Nested Named Entity RecognitionCode0
SLICER: Sliced Fine-Tuning for Low-Resource Cross-Lingual Transfer for Named Entity RecognitionCode0
Enhancing Label Consistency on Document-level Named Entity RecognitionCode0
Inorganic Materials Synthesis Planning with Literature-Trained Neural NetworksCode0
Contextual Label Projection for Cross-Lingual Structured PredictionCode0
Baseline: A Library for Rapid Modeling, Experimentation and Development of Deep Learning Algorithms targeting NLPCode0
Enhancing deep neural networks with morphological informationCode0
Enhancing Deep Learning with Embedded Features for Arabic Named Entity RecognitionCode0
SLIMER-IT: Zero-Shot NER on Italian LanguageCode0
Applying Natural Annotation and Curriculum Learning to Named Entity Recognition for Under-Resourced LanguagesCode0
Slot Filling for Biomedical Information ExtractionCode0
Named Entity Recognition in Estonian 19th Century Parish Court RecordsCode0
Named Entity Recognition in Historical Italian: The Case of Giacomo Leopardi's ZibaldoneCode0
Intent Detection and Entity Extraction from BioMedical LiteratureCode0
The hunvec framework for NN-CRF-based sequential taggingCode0
Enhanced Meta-Learning for Cross-lingual Named Entity Recognition with Minimal ResourcesCode0
Contextual Embeddings for Arabic-English Code-Switched DataCode0
Application of a Hybrid Bi-LSTM-CRF model to the task of Russian Named Entity RecognitionCode0
A Feature-Rich Vietnamese Named-Entity Recognition ModelCode0
Show:102550
← PrevPage 52 of 58Next →

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