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 16511700 of 2874 papers

TitleStatusHype
Named Entity Recognition - Is There a Glass Ceiling?0
Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph NetworkCode0
``A Buster Keaton of Linguistics'': First Automated Approaches for the Extraction of Vossian Antonomasia0
A Lexicon-Based Graph Neural Network for Chinese NER0
A Boundary-aware Neural Model for Nested Named Entity RecognitionCode0
Gazetteer-Enhanced Attentive Neural Networks for Named Entity Recognition0
Multi-Task Learning for Chemical Named Entity Recognition with Chemical Compound Paraphrasing0
VSP at PharmaCoNER 2019: Recognition of Pharmacological Substances, Compounds and Proteins with Recurrent Neural Networks in Spanish Clinical Cases0
A Neural Pipeline Approach for the PharmaCoNER Shared Task using Contextual Exhaustive Models0
RACAI's System at PharmaCoNER 20190
Contextualized Word Representations from Distant Supervision with and for NER0
Reevaluating Argument Component Extraction in Low Resource Settings0
PharmaCoNER: Pharmacological Substances, Compounds and proteins Named Entity Recognition track0
Deep neural model with enhanced embeddings for pharmaceutical and chemical entities recognition in Spanish clinical text0
UZH@CRAFT-ST: a Sequence-labeling Approach to Concept Recognition0
DeepGeneMD: A Joint Deep Learning Model for Extracting Gene Mutation-Disease Knowledge from PubMed Literature0
Neural Dependency Parsing of Biomedical Text: TurkuNLP entry in the CRAFT Structural Annotation Task0
A Deep Learning-Based System for PharmaCoNER0
Biomedical Named Entity Recognition with Multilingual BERTCode0
Transfer Learning in Biomedical Named Entity Recognition: An Evaluation of BERT in the PharmaCoNER task0
Reinforcement-based denoising of distantly supervised NER with partial annotation0
An Overview of the Active Gene Annotation Corpus and the BioNLP OST 2019 AGAC Track TasksCode0
SoulMate: Short-text author linking through Multi-aspect temporal-textual embedding0
A Unified MRC Framework for Named Entity RecognitionCode1
A Survey on Recent Advances in Named Entity Recognition from Deep Learning modelsCode0
Man is to Person as Woman is to Location: Measuring Gender Bias in Named Entity RecognitionCode0
Healthcare NER Models Using Language Model Pretraining0
IPOD: An Industrial and Professional Occupations Dataset and its Applications to Occupational Data Mining and AnalysisCode0
A Semi-Automated Approach for Information Extraction, Classification and Analysis of Unstructured Data0
Comprehend Medical: a Named Entity Recognition and Relationship Extraction Web Service0
Training Compact Models for Low Resource Entity Tagging using Pre-trained Language Models0
Feature-Dependent Confusion Matrices for Low-Resource NER Labeling with Noisy LabelsCode0
Linguistically Informed Relation Extraction and Neural Architectures for Nested Named Entity Recognition in BioNLP-OST 2019Code0
Multi-hop Question Answering via Reasoning ChainsCode0
Named Entity Recognition -- Is there a glass ceiling?Code0
MTab: Matching Tabular Data to Knowledge Graph using Probability ModelsCode0
Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word RepresentationsCode0
Recent Advances in End-to-End Spoken Language Understanding0
Language-Agnostic Syllabification with Neural Sequence LabelingCode0
Gated Task Interaction Framework for Multi-task Sequence TaggingCode0
Named Entity Recognition System for Sindhi Language0
Improving Pre-Trained Multilingual Models with Vocabulary Expansion0
On the Importance of Subword Information for Morphological Tasks in Truly Low-Resource Languages0
Classification Attention for Chinese NER0
Towards Interpretable Evaluations: A Case Study of Named Entity Recognition0
Learning A Unified Named Entity Tagger From Multiple Partially Annotated Corpora For Efficient AdaptationCode0
Portuguese Named Entity Recognition using BERT-CRFCode0
Dependency-Guided LSTM-CRF for Named Entity RecognitionCode0
GNTeam at 2018 n2c2: Feature-augmented BiLSTM-CRF for drug-related entity recognition in hospital discharge summariesCode0
Biomedical Mention Disambiguation using a Deep Learning Approach0
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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