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 15011550 of 2874 papers

TitleStatusHype
A Broad-coverage Corpus for Finnish Named Entity Recognition0
Introducing RONEC - the Romanian Named Entity CorpusCode1
Towards a Versatile Medical-Annotation Guideline Feasible Without Heavy Medical Knowledge: Starting From Critical Lung Diseases0
DaNE: A Named Entity Resource for Danish0
WEXEA: Wikipedia EXhaustive Entity Annotation0
Czech Historical Named Entity Corpus v 1.00
Massive vs. Curated Embeddings for Low-Resourced Languages: the Case of Yor\`ub\'a and Twi0
A Deeper Study on Features for Named Entity Recognition0
A French Corpus and Annotation Schema for Named Entity Recognition and Relation Extraction of Financial News0
Semantic Annotation for Improved Safety in Construction Work0
SiNER: A Large Dataset for Sindhi Named Entity Recognition0
Effort Estimation in Named Entity Tagging Tasks0
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
Creating a Dataset for Named Entity Recognition in the Archaeology Domain0
MTSI-BERT: A Session-aware Knowledge-based Conversational AgentCode1
Reconstructing NER Corpora: a Case Study on Bulgarian0
Where are we in Named Entity Recognition from Speech?0
When is Multi-task Learning Beneficial for Low-Resource Noisy Code-switched User-generated Algerian Texts?0
Active Defense Against Social Engineering: The Case for Human Language Technology0
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
Adapting Language Specific Components of Cross-Media Analysis Frameworks to Less-Resourced Languages: the Case of Amharic0
Development of Natural Language Processing Tools to Support Determination of Federal Disability Benefits in the U.S.0
Recurrent Interaction Network for Jointly Extracting Entities andClassifying Relations0
KLEJ: Comprehensive Benchmark for Polish Language UnderstandingCode1
Bipartite Flat-Graph Network for Nested Named Entity RecognitionCode1
Partially-Typed NER Datasets Integration: Connecting Practice to Theory0
Recurrent Interaction Network for Jointly Extracting Entities and Classifying Relations0
Unlocking the Power of Deep PICO Extraction: Step-wise Medical NER Identification0
Named Entity Recognition without Labelled Data: A Weak Supervision ApproachCode1
An Empirical Study of Pre-trained Transformers for Arabic Information ExtractionCode1
MAD-X: An Adapter-Based Framework for Multi-Task Cross-Lingual TransferCode2
Instance-Based Learning of Span Representations: A Case Study through Named Entity RecognitionCode1
Entity Candidate Network for Whole-Aware Named Entity Recognition0
Exploring Fine-tuning Techniques for Pre-trained Cross-lingual Models via Continual Learning0
Extending Multilingual BERT to Low-Resource Languages0
An Effective Transition-based Model for Discontinuous NERCode1
UXLA: A Robust Unsupervised Data Augmentation Framework for Zero-Resource Cross-Lingual NLP0
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
A Rigorous Study on Named Entity Recognition: Can Fine-tuning Pretrained Model Lead to the Promised Land?0
Hierarchical Multi Task Learning with Subword Contextual Embeddings for Languages with Rich Morphology0
Towards Discourse Parsing-inspired Semantic Storytelling0
Coach: A Coarse-to-Fine Approach for Cross-domain Slot FillingCode1
FLAT: Chinese NER Using Flat-Lattice TransformerCode2
On Adversarial Examples for Biomedical NLP Tasks0
The Panacea Threat Intelligence and Active Defense Platform0
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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