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 15511600 of 2874 papers

TitleStatusHype
Contextualized French Language Models for Biomedical Named Entity Recognition0
Recognizing Chinese Judicial Named Entity using BiLSTM-CRF0
Noise Robust Named Entity Understanding for Voice Assistants0
Establishing a New State-of-the-Art for French Named Entity Recognition0
Happy Are Those Who Grade without Seeing: A Multi-Task Learning Approach to Grade Essays Using Gaze BehaviourCode0
Bootstrapping Named Entity Recognition in E-Commerce with Positive Unlabeled Learning0
Improving Named Entity Recognition in Tor Darknet with Local Distance Neighbor Feature0
Are All Languages Created Equal in Multilingual BERT?0
An Evaluation of Recent Neural Sequence Tagging Models in Turkish Named Entity Recognition0
The Structured Weighted Violations MIRACode0
LinCE: A Centralized Benchmark for Linguistic Code-switching Evaluation0
Learning Architectures from an Extended Search Space for Language Modeling0
Czech Historical Named Entity Corpus v 1.00
Active Defense Against Social Engineering: The Case for Human Language Technology0
Creating a Dataset for Named Entity Recognition in the Archaeology Domain0
Where are we in Named Entity Recognition from Speech?0
Embeddings for Named Entity Recognition in Geoscience Portuguese Literature0
KORE 50\^DYWC: An Evaluation Data Set for Entity Linking Based on DBpedia, YAGO, Wikidata, and Crunchbase0
Adaptation of Deep Bidirectional Transformers for Afrikaans Language0
Ontology-Style Relation Annotation: A Case Study0
Building OCR/NER Test Collections0
SC-CoMIcs: A Superconductivity Corpus for Materials Informatics0
When is Multi-task Learning Beneficial for Low-Resource Noisy Code-switched User-generated Algerian Texts?0
A Broad-coverage Corpus for Finnish Named Entity Recognition0
Word Embedding Evaluation in Downstream Tasks and Semantic Analogies0
Recurrent Interaction Network for Jointly Extracting Entities andClassifying Relations0
Development of Natural Language Processing Tools to Support Determination of Federal Disability Benefits in the U.S.0
Reconstructing NER Corpora: a Case Study on Bulgarian0
Geoparsing the historical Gazetteers of Scotland: accurately computing location in mass digitised texts0
Integration of Automatic Sentence Segmentation and Lexical Analysis of Ancient Chinese based on BiLSTM-CRF Model0
SiNER: A Large Dataset for Sindhi Named Entity Recognition0
A Deeper Study on Features for Named Entity Recognition0
DaNE: A Named Entity Resource for Danish0
WEXEA: Wikipedia EXhaustive Entity Annotation0
Semantic Annotation for Improved Safety in Construction Work0
Effort Estimation in Named Entity Tagging Tasks0
Partially-Typed NER Datasets Integration: Connecting Practice to Theory0
Massive vs. Curated Embeddings for Low-Resourced Languages: the Case of Yor\`ub\'a and Twi0
Recurrent Interaction Network for Jointly Extracting Entities and Classifying Relations0
Adapting Language Specific Components of Cross-Media Analysis Frameworks to Less-Resourced Languages: the Case of Amharic0
Towards a Versatile Medical-Annotation Guideline Feasible Without Heavy Medical Knowledge: Starting From Critical Lung Diseases0
A French Corpus and Annotation Schema for Named Entity Recognition and Relation Extraction of Financial News0
Unlocking the Power of Deep PICO Extraction: Step-wise Medical NER Identification0
Entity Candidate Network for Whole-Aware Named Entity Recognition0
Exploring Fine-tuning Techniques for Pre-trained Cross-lingual Models via Continual Learning0
UXLA: A Robust Unsupervised Data Augmentation Framework for Zero-Resource Cross-Lingual NLP0
Extending Multilingual BERT to Low-Resource Languages0
Automatic Textual Evidence Mining in COVID-19 Literature0
Single-/Multi-Source Cross-Lingual NER via Teacher-Student Learning on Unlabeled Data in Target LanguageCode0
GLUECoS : An Evaluation Benchmark for Code-Switched NLP0
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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