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 251300 of 2874 papers

TitleStatusHype
Ontology-Driven and Weakly Supervised Rare Disease Identification from Clinical NotesCode1
Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-TrainingCode1
A general-purpose material property data extraction pipeline from large polymer corpora using Natural Language ProcessingCode1
Distantly Supervised Named Entity Recognition via Confidence-Based Multi-Class Positive and Unlabeled LearningCode1
Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information ExtractionCode1
Few-shot Named Entity Recognition with Self-describing NetworksCode1
End-to-End Entity Detection with Proposer and RegressorCode1
Endowing Language Models with Multimodal Knowledge Graph RepresentationsCode1
End-to-end Named Entity Recognition from English SpeechCode1
ELECTRAMed: a new pre-trained language representation model for biomedical NLPCode1
Efficient Test Time Adapter Ensembling for Low-resource Language VarietiesCode1
ELIT: Emory Language and Information ToolkitCode1
A Span-Based Model for Joint Overlapped and Discontinuous Named Entity RecognitionCode1
Supplementary Features of BiLSTM for Enhanced Sequence LabelingCode1
From Zero to Hero: Harnessing Transformers for Biomedical Named Entity Recognition in Zero- and Few-shot ContextsCode1
Empirical Analysis of Unlabeled Entity Problem in Named Entity RecognitionCode1
E-NER: Evidential Deep Learning for Trustworthy Named Entity RecognitionCode1
Empirical Study of Zero-Shot NER with ChatGPTCode1
ATCO2 corpus: A Large-Scale Dataset for Research on Automatic Speech Recognition and Natural Language Understanding of Air Traffic Control CommunicationsCode1
End-to-End Chinese Speaker IdentificationCode1
A Human Subject Study of Named Entity Recognition (NER) in Conversational Music Recommendation QueriesCode1
A Unified Generative Framework for Various NER SubtasksCode1
ACLM: A Selective-Denoising based Generative Data Augmentation Approach for Low-Resource Complex NERCode1
A Twitter Corpus for Named Entity Recognition in TurkishCode1
A Simple but Effective Approach to Improve Structured Language Model Output for Information ExtractionCode1
Automated Concatenation of Embeddings for Structured PredictionCode1
Autoregressive Structured Prediction with Language ModelsCode1
A Sequence-to-Set Network for Nested Named Entity RecognitionCode1
Benchmarking for Biomedical Natural Language Processing Tasks with a Domain Specific ALBERTCode1
Example-Based Named Entity RecognitionCode1
FactMix: Using a Few Labeled In-domain Examples to Generalize to Cross-domain Named Entity RecognitionCode1
Familiarity: Better Evaluation of Zero-Shot Named Entity Recognition by Quantifying Label Shifts in Synthetic Training DataCode1
Application of Deep Learning in Generating Structured Radiology Reports: A Transformer-Based TechniqueCode1
fastHan: A BERT-based Multi-Task Toolkit for Chinese NLPCode1
Beheshti-NER: Persian Named Entity Recognition Using BERTCode1
bbw: Matching CSV to Wikidata via Meta-lookupCode1
DWIE: an entity-centric dataset for multi-task document-level information extractionCode1
BERTifying the Hidden Markov Model for Multi-Source Weakly Supervised Named Entity RecognitionCode1
Bipartite Flat-Graph Network for Nested Named Entity RecognitionCode1
Filtered Semi-Markov CRFCode1
Annotating the Tweebank Corpus on Named Entity Recognition and Building NLP Models for Social Media AnalysisCode1
Domain-Specific NER via Retrieving Correlated SamplesCode1
Do Syntax Trees Help Pre-trained Transformers Extract Information?Code1
BERTje: A Dutch BERT ModelCode1
AraBERT: Transformer-based Model for Arabic Language UnderstandingCode1
AISHELL-NER: Named Entity Recognition from Chinese SpeechCode1
Adaptive Fine-Tuning of Transformer-Based Language Models for Named Entity RecognitionCode1
Better Feature Integration for Named Entity RecognitionCode1
BioBERT: a pre-trained biomedical language representation model for biomedical text miningCode1
Earnings-21: A Practical Benchmark for ASR in the WildCode1
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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