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
Statement networks: a power structure narrative as depicted by newspapersCode0
Exploring the importance of context and embeddings in neural NER models for task-oriented dialogue systems0
Pathology Extraction from Chest X-Ray Radiology Reports: A Performance Study0
Inflection-Tolerant Ontology-Based Named Entity Recognition for Real-Time Applications0
Fine-tuning for Named Entity Recognition Using Part-of-Speech Tagging0
Effectiveness of Character Language Model for Vietnamese Named Entity Recognition0
Bidirectional LSTM-CRF for Named Entity Recognition0
Attention-based BLSTM-CRF Architecture for Mongolian Named Entity Recognition0
Last Words: What Can Be Accomplished with the State of the Art in Information Extraction? A Personal View0
Scalable graph-based individual named entity identification0
Combining neural and knowledge-based approaches to Named Entity Recognition in Polish0
HCqa: Hybrid and Complex Question Answering on Textual Corpus and Knowledge GraphCode0
Quantifying Uncertainties in Natural Language Processing Tasks0
Applying Citizen Science to Gene, Drug, Disease Relationship Extraction from Biomedical Abstracts0
A Hierarchical Multi-task Approach for Learning Embeddings from Semantic TasksCode0
Few-shot Learning for Named Entity Recognition in Medical TextCode0
An Analysis of the Semantic Annotation Task on the Linked Data Cloud0
Neural sequence labeling for Vietnamese POS Tagging and NER0
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
Developing Production-Level Conversational Interfaces with Shallow Semantic Parsing0
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
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
pioNER: Datasets and Baselines for Armenian Named Entity RecognitionCode0
Efficient Dependency-Guided Named Entity RecognitionCode0
Neural Adaptation Layers for Cross-domain Named Entity RecognitionCode0
Cross Script Hindi English NER Corpus from Wikipedia0
Neural Segmental Hypergraphs for Overlapping Mention RecognitionCode0
Investigating the Challenges of Temporal Relation Extraction from Clinical Text0
Regular Expression Guided Entity Mention Mining from Noisy Web Data0
Latent Entities Extraction: How to Extract Entities that Do Not Appear in the Text?Code0
Adversarial Transfer Learning for Chinese Named Entity Recognition with Self-Attention MechanismCode0
In-domain Context-aware Token Embeddings Improve Biomedical Named Entity Recognition0
Evaluation of a Sequence Tagging Tool for Biomedical TextsCode0
Deep Exhaustive Model for Nested Named Entity Recognition0
Model Transfer with Explicit Knowledge of the Relation between Class Definitions0
KU-CST at CoNLL--SIGMORPHON 2018 Shared Task: a Tridirectional Model0
Marginal Likelihood Training of BiLSTM-CRF for Biomedical Named Entity Recognition from Disjoint Label Sets0
Aggregated Semantic Matching for Short Text Entity Linking0
Better Transition-Based AMR Parsing with a Refined Search Space0
Speed Reading: Learning to Read ForBackward via ShuttleCode0
Exploring Named Entity Recognition As an Auxiliary Task for Slot Filling in Conversational Language Understanding0
Neural Entity Reasoner for Global Consistency in NER0
Multi-Grained Entity Proposal Network for Named Entity Recognition0
Show:102550
← PrevPage 39 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
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