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 16011650 of 2874 papers

TitleStatusHype
Semantic Storytelling, Cross-lingual Event Detection and other Semantic Services for a Newsroom Content Curation Dashboard0
SemEval-2014 Task 7: Analysis of Clinical Text0
SemEval-2015 Task 14: Analysis of Clinical Text0
SemEval-2022 Task 11: Multilingual Complex Named Entity Recognition (MultiCoNER)0
Semi-supervised Bootstrapping approach for Named Entity Recognition0
Semi-supervised Learning for Vietnamese Named Entity Recognition using Online Conditional Random Fields0
Semi-Supervised Learning from Small Annotated Data and Large Unlabeled Data for Fine-grained PICO Entity Recognition0
Semi-supervised Training Data Generation for Multilingual Question Answering0
Sentence-Level Resampling for Named Entity Recognition0
Sentiue: Target and Aspect based Sentiment Analysis in SemEval-2015 Task 120
Separating Retention from Extraction in the Evaluation of End-to-end Relation Extraction0
SEPT: Improving Scientific Named Entity Recognition with Span Representation0
SeqAttack: On Adversarial Attacks for Named Entity Recognition0
Seq-GAN-BERT:Sequence Generative Adversarial Learning for Low-resource Name Entity Recognition0
SeqL at SemEval-2022 Task 11: An Ensemble of Transformer Based Models for Complex Named Entity Recognition Task0
SeqVAT: Virtual Adversarial Training for Semi-Supervised Sequence Labeling0
Set Expansion using Sibling Relations between Semantic Categories0
SFE-AI at SemEval-2022 Task 11: Low-Resource Named Entity Recognition using Large Pre-trained Language Models0
Shallow Training is cheap but is it good enough? Experiments with Medical Fact Coding0
Shared Tasks of the 2015 Workshop on Noisy User-generated Text: Twitter Lexical Normalization and Named Entity Recognition0
Sharing Network Parameters for Crosslingual Named Entity Recognition0
Short-Term Projects, Long-Term Benefits: Four Student NLP Projects for Low-Resource Languages0
Show Less, Instruct More: Enriching Prompts with Definitions and Guidelines for Zero-Shot NER0
silpa_nlp at SemEval-2022 Tasks 11: Transformer based NER models for Hindi and Bangla languages0
SIMARA: a database for key-value information extraction from full pages0
Simple Effective Microblog Named Entity Recognition: Arabic as an Example0
Simple Features for Strong Performance on Named Entity Recognition in Code-Switched Twitter Data0
Simple Semantic-based Data Augmentation for Named Entity Recognition in Biomedical Texts0
Simple task-specific bilingual word embeddings0
Simple yet Powerful: An Overlooked Architecture for Nested Named Entity Recognition0
SINA-BERT: A Pre-Trained Language Model for Analysis of Medical Texts in Persian0
SinaTools: Open Source Toolkit for Arabic Natural Language Processing0
SiNER: A Large Dataset for Sindhi Named Entity Recognition0
SinoCoreferencer: An End-to-End Chinese Event Coreference Resolver0
SIR-NERD: A Chinese Named Entity Recognition and Disambiguation System using a Two-Stage Method0
Slav-NER: the 3rd Cross-lingual Challenge on Recognition, Normalization, Classification, and Linking of Named Entities across Slavic Languages0
Slot Filling for Biomedical Information Extraction0
SlugNERDS: A Named Entity Recognition Tool for Open Domain Dialogue Systems0
SmarTerp: A CAI System to Support Simultaneous Interpreters in Real-Time0
Social Media Analysis based on Semanticity of Streaming and Batch Data0
Social Media Personal Event Notifier Using NLP and Machine Learning0
Softmax Q-Distribution Estimation for Structured Prediction: A Theoretical Interpretation for RAML0
Software Mention Recognition with a Three-Stage Framework Based on BERTology Models at SOMD 20240
Solving Price Per Unit Problem Around the World: Formulating Fact Extraction as Question Answering0
SoulMate: Short-text author linking through Multi-aspect temporal-textual embedding0
Span-based joint entity and relation extraction augmented with sequence tagging mechanism0
SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition0
Sparse Coding of Neural Word Embeddings for Multilingual Sequence Labeling0
Sparse Coding of Neural Word Embeddings for Multilingual Sequence Labeling0
Specializing Word Embeddings for Similarity or Relatedness0
Show:102550
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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