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 351400 of 2874 papers

TitleStatusHype
Bottom-Up Constituency Parsing and Nested Named Entity Recognition with Pointer NetworksCode1
BOND: BERT-Assisted Open-Domain Named Entity Recognition with Distant SupervisionCode1
Lexicon Enhanced Chinese Sequence Labeling Using BERT AdapterCode1
Lights, Camera, Action! A Framework to Improve NLP Accuracy over OCR documentsCode1
Boundary Smoothing for Named Entity RecognitionCode1
Locate and Label: A Two-stage Identifier for Nested Named Entity RecognitionCode1
BioRED: A Rich Biomedical Relation Extraction DatasetCode1
Bipartite Flat-Graph Network for Nested Named Entity RecognitionCode1
calamanCy: A Tagalog Natural Language Processing ToolkitCode1
ATCO2 corpus: A Large-Scale Dataset for Research on Automatic Speech Recognition and Natural Language Understanding of Air Traffic Control CommunicationsCode1
MasakhaNER: Named Entity Recognition for African LanguagesCode1
MASK: A flexible framework to facilitate de-identification of clinical textsCode1
Med7: a transferable clinical natural language processing model for electronic health recordsCode1
From Zero to Hero: Harnessing Transformers for Biomedical Named Entity Recognition in Zero- and Few-shot ContextsCode1
Meta-Learning Triplet Network with Adaptive Margins for Few-Shot Named Entity RecognitionCode1
MetaXL: Meta Representation Transformation for Low-resource Cross-lingual LearningCode1
BERTifying the Hidden Markov Model for Multi-Source Weakly Supervised Named Entity RecognitionCode1
MTSI-BERT: A Session-aware Knowledge-based Conversational AgentCode1
Multi-Granularity Cross-Modality Representation Learning for Named Entity Recognition on Social MediaCode1
Multimodal LLMs for OCR, OCR Post-Correction, and Named Entity Recognition in Historical DocumentsCode1
A Discourse-Level Named Entity Recognition and Relation Extraction Dataset for Chinese Literature TextCode1
Naamapadam: A Large-Scale Named Entity Annotated Data for Indic LanguagesCode1
Named Entity Recognition and Relation Extraction using Enhanced Table Filling by Contextualized RepresentationsCode1
Named entity recognition architecture combining contextual and global featuresCode1
A Twitter Corpus for Named Entity Recognition in TurkishCode1
BERTje: A Dutch BERT ModelCode1
CleanCoNLL: A Nearly Noise-Free Named Entity Recognition DatasetCode1
Wojood: Nested Arabic Named Entity Corpus and Recognition using BERTCode1
NAT: Noise-Aware Training for Robust Neural Sequence LabelingCode1
NERDA-Con: Extending NER models for Continual Learning -- Integrating Distinct Tasks and Updating Distribution ShiftsCode1
NERetrieve: Dataset for Next Generation Named Entity Recognition and RetrievalCode1
Nested Named Entity Recognition as Latent Lexicalized Constituency ParsingCode1
Better Feature Integration for Named Entity RecognitionCode1
Beyond Boundaries: Learning a Universal Entity Taxonomy across Datasets and Languages for Open Named Entity RecognitionCode1
Object-aware Multimodal Named Entity Recognition in Social Media Posts with Adversarial LearningCode1
A Unified Generative Framework for Various NER SubtasksCode1
OpenBA-V2: Reaching 77.3% High Compression Ratio with Fast Multi-Stage PruningCode1
A Unified MRC Framework for Named Entity RecognitionCode1
Optimizing Bi-Encoder for Named Entity Recognition via Contrastive LearningCode1
Automated Concatenation of Embeddings for Structured PredictionCode1
COVID-19 Named Entity Recognition for VietnameseCode1
Parameter Space Factorization for Zero-Shot Learning across Tasks and LanguagesCode1
ParsBERT: Transformer-based Model for Persian Language UnderstandingCode1
ParsTwiNER: A Corpus for Named Entity Recognition at Informal PersianCode1
PhoNLP: A joint multi-task learning model for Vietnamese part-of-speech tagging, named entity recognition and dependency parsingCode1
Domain-Specific NER via Retrieving Correlated SamplesCode1
An Analysis of Simple Data Augmentation for Named Entity RecognitionCode1
Polyglot Prompt: Multilingual Multitask PrompTrainingCode1
Advances of Transformer-Based Models for News Headline GenerationCode1
Noisy-Labeled NER with Confidence EstimationCode1
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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