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 201250 of 2874 papers

TitleStatusHype
Advancing Hungarian Text Processing with HuSpaCy: Efficient and Accurate NLP PipelinesCode1
Causal Distillation for Language ModelsCode1
HUE: Pretrained Model and Dataset for Understanding Hanja Documents of Ancient KoreaCode1
Identifying Incorrect Labels in the CoNLL-2003 CorpusCode1
Imposing Relation Structure in Language-Model Embeddings Using Contrastive LearningCode1
Actionable Entities Recognition Benchmark for Interactive FictionCode1
CleanCoNLL: A Nearly Noise-Free Named Entity Recognition DatasetCode1
ANEA: Distant Supervision for Low-Resource Named Entity RecognitionCode1
CHisIEC: An Information Extraction Corpus for Ancient Chinese HistoryCode1
Improving Neural Named Entity Recognition with GazetteersCode1
Improving Vietnamese Named Entity Recognition from Speech Using Word Capitalization and Punctuation Recovery ModelsCode1
An Effective Transition-based Model for Discontinuous NERCode1
Information Extraction of Clinical Trial Eligibility CriteriaCode1
An Embarrassingly Easy but Strong Baseline for Nested Named Entity RecognitionCode1
ACLM: A Selective-Denoising based Generative Data Augmentation Approach for Low-Resource Complex NERCode1
Coach: A Coarse-to-Fine Approach for Cross-domain Slot FillingCode1
A Human Subject Study of Named Entity Recognition (NER) in Conversational Music Recommendation QueriesCode1
Interpretable Multi-dataset Evaluation for Named Entity RecognitionCode1
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text MiningCode1
Coarse-to-Fine Pre-training for Named Entity RecognitionCode1
Code and Named Entity Recognition in StackOverflowCode1
CogIE: An Information Extraction Toolkit for Bridging Texts and CogNetCode1
A Sequence-to-Set Network for Nested Named Entity RecognitionCode1
An End-to-end Model for Entity-level Relation Extraction using Multi-instance LearningCode1
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and NormalizationCode1
Computationally Efficient NER Taggers with Combined Embeddings and Constrained DecodingCode1
An Enhanced Span-based Decomposition Method for Few-Shot Sequence LabelingCode1
KIND: an Italian Multi-Domain Dataset for Named Entity RecognitionCode1
AFET: Automatic Fine-Grained Entity Typing by Hierarchical Partial-Label EmbeddingCode1
KLEJ: Comprehensive Benchmark for Polish Language UnderstandingCode1
A Benchmark for Automatic Medical Consultation System: Frameworks, Tasks and DatasetsCode1
ConNER: Consistency Training for Cross-lingual Named Entity RecognitionCode1
A Finnish News Corpus for Named Entity RecognitionCode1
Computer Science Named Entity Recognition in the Open Research Knowledge GraphCode1
A Neural Span-Based Continual Named Entity Recognition ModelCode1
An Empirical Study of Pre-trained Transformers for Arabic Information ExtractionCode1
A Neural Transition-based Model for Nested Mention RecognitionCode1
A FOFE-based Local Detection Approach for Named Entity Recognition and Mention DetectionCode1
Contextualized Embeddings in Named-Entity Recognition: An Empirical Study on GeneralizationCode1
COPNER: Contrastive Learning with Prompt Guiding for Few-shot Named Entity RecognitionCode1
Learning from Noisy Labels for Entity-Centric Information ExtractionCode1
Learning Rich Representation of Keyphrases from TextCode1
Counterfactual Generator: A Weakly-Supervised Method for Named Entity RecognitionCode1
COVID-19 Named Entity Recognition for VietnameseCode1
A Frustratingly Easy Approach for Entity and Relation ExtractionCode1
DeepStruct: Pretraining of Language Models for Structure PredictionCode1
DiscoverPath: A Knowledge Refinement and Retrieval System for Interdisciplinarity on Biomedical ResearchCode1
Application of Deep Learning in Generating Structured Radiology Reports: A Transformer-Based TechniqueCode1
An Incremental Parser for Abstract Meaning RepresentationCode1
Deep Active Learning for Named Entity RecognitionCode1
Show:102550
← PrevPage 5 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
2Spark NLPF181.29Unverified
3BLSTM-CNN-Char (SparkNLP)F181.29Unverified
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