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 19011950 of 2874 papers

TitleStatusHype
Long Short-Term Memory with Dynamic Skip ConnectionsCode0
microNER: A Micro-Service for German Named Entity Recognition based on BiLSTM-CRF0
A Bayesian Approach for Sequence Tagging with CrowdsCode0
Low-resource named entity recognition via multi-source projection: Not quite there yet?0
Semantic role labeling tools for biomedical question answering: a study of selected tools on the BioASQ datasets0
Developing Production-Level Conversational Interfaces with Shallow Semantic Parsing0
Attentive Neural Network for Named Entity Recognition in VietnameseCode0
Learning Better Internal Structure of Words for Sequence Labeling0
A Pragmatic Guide to Geoparsing EvaluationCode0
Named Person Coreference in English News0
Named Entity Recognition on Twitter for Turkish using Semi-supervised Learning with Word Embeddings0
Efficient Dependency-Guided Named Entity RecognitionCode0
pioNER: Datasets and Baselines for Armenian Named Entity RecognitionCode0
Neural Adaptation Layers for Cross-domain Named Entity RecognitionCode0
BERT: Pre-training of Deep Bidirectional Transformers for Language UnderstandingCode3
Cross Script Hindi English NER Corpus from Wikipedia0
A Neural Transition-based Model for Nested Mention RecognitionCode1
Neural Segmental Hypergraphs for Overlapping Mention RecognitionCode0
Evaluation of a Sequence Tagging Tool for Biomedical TextsCode0
In-domain Context-aware Token Embeddings Improve Biomedical Named Entity Recognition0
Exploring Named Entity Recognition As an Auxiliary Task for Slot Filling in Conversational Language Understanding0
Investigating the Challenges of Temporal Relation Extraction from Clinical Text0
Model Transfer with Explicit Knowledge of the Relation between Class Definitions0
KU-CST at CoNLL--SIGMORPHON 2018 Shared Task: a Tridirectional Model0
Latent Entities Extraction: How to Extract Entities that Do Not Appear in the Text?Code0
Aggregated Semantic Matching for Short Text Entity Linking0
Better Transition-Based AMR Parsing with a Refined Search Space0
Adversarial Transfer Learning for Chinese Named Entity Recognition with Self-Attention MechanismCode0
Deep Exhaustive Model for Nested Named Entity Recognition0
Marginal Likelihood Training of BiLSTM-CRF for Biomedical Named Entity Recognition from Disjoint Label Sets0
Speed Reading: Learning to Read ForBackward via ShuttleCode0
Regular Expression Guided Entity Mention Mining from Noisy Web Data0
Neural Entity Reasoner for Global Consistency in NER0
Multi-Grained Entity Proposal Network for Named Entity Recognition0
LeNER-Br: a Dataset for Named Entity Recognition in Brazilian Legal TextCode0
Recognizing Film Entities in Podcasts0
Deformable Stacked Structure for Named Entity Recognition0
Semi-Supervised Sequence Modeling with Cross-View TrainingCode0
A Byte-sized Approach to Named Entity RecognitionCode0
CollaboNet: collaboration of deep neural networks for biomedical named entity recognitionCode0
On the Strength of Character Language Models for Multilingual Named Entity Recognition0
Learning Named Entity Tagger using Domain-Specific DictionaryCode0
Neural Generation of Diverse Questions using Answer Focus, Contextual and Linguistic Features0
Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph ConstructionCode1
Neural Cross-Lingual Named Entity Recognition with Minimal ResourcesCode0
Evaluating the Utility of Hand-crafted Features in Sequence LabellingCode0
Adapting Word Embeddings to New Languages with Morphological and Phonological Subword RepresentationsCode0
Fast and Accurate Recognition of Chinese Clinical Named Entities with Residual Dilated Convolutions0
Comparing CNN and LSTM character-level embeddings in BiLSTM-CRF models for chemical and disease named entity recognition0
Neural Named Entity Recognition from Subword Units0
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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