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 13511400 of 2874 papers

TitleStatusHype
Using a Frustratingly Easy Domain and Tagset Adaptation for Creating Slavic Named Entity Recognition SystemsCode0
Priberam Labs at the 3rd Shared Task on SlavNER0
Identifying Named Entities as they are Typed0
Slav-NER: the 3rd Cross-lingual Challenge on Recognition, Normalization, Classification, and Linking of Named Entities across Slavic Languages0
GEPSA, a tool for monitoring social challenges in digital press0
FuzzyBIO: A Proposal for Fuzzy Representation of Discontinuous EntitiesCode0
Multilingual Named Entity Recognition and Matching Using BERT and Dedupe for Slavic Languages0
Exploratory Analysis of News Sentiment Using Subgroup Discovery0
NaijaNER : Comprehensive Named Entity Recognition for 5 Nigerian Languages0
Locally-Contextual Nonlinear CRFs for Sequence Labeling0
Contextual Text Embeddings for Twi0
Industry Scale Semi-Supervised Learning for Natural Language Understanding0
Bertinho: Galician BERT Representations0
Benchmarking Modern Named Entity Recognition Techniques for Free-text Health Record De-identification0
Are Multilingual Models Effective in Code-Switching?0
TMR: Evaluating NER Recall on Tough Mentions0
TextFlint: Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing0
NameRec*: Highly Accurate and Fine-grained Person Name Recognition0
Characterizing Misclassifications of Deep NLP Models0
Private Cross-Silo Federated Learning for Extracting Vaccine Adverse Event Mentions0
Automated Generation of Interorganizational Disaster Response Networks through Information Extraction0
PharmKE: Knowledge Extraction Platform for Pharmaceutical Texts using Transfer Learning0
Analysis Of Contextual and Non-Contextual Word Embedding Models For Hindi NER With Web Application For Data CollectionCode0
Efficient Online ML API Selection for Multi-Label Classification Tasks0
Highly Fast Text Segmentation With Pairwise Markov Chains0
Introducing the Hidden Neural Markov Chain framework0
Jointly Learning Clinical Entities and Relations with Contextual Language Models and Explicit Context0
TINKER: A framework for Open source Cyberthreat Intelligence0
Memorization vs. Generalization: Quantifying Data Leakage in NLP Performance EvaluationCode0
Cross-Lingual Named Entity Recognition Using Parallel Corpus: A New Approach Using XLM-RoBERTa Alignment0
Named Entity Recognition in the Style of Object Detection0
Meta-Learning for Effective Multi-task and Multilingual ModellingCode0
Recent Trends in Named Entity Recognition (NER)0
Validating Label Consistency in NER Data Annotation0
HIVE-4-MAT: Advancing the Ontology Infrastructure for Materials Science0
Single versus Multiple Annotation for Named Entity Recognition of MutationsCode0
HinFlair: pre-trained contextual string embeddings for pos tagging and text classification in the Hindi language0
Linguistically-Enriched and Context-Aware Zero-shot Slot Filling0
AI- and HPC-enabled Lead Generation for SARS-CoV-2: Models and Processes to Extract Druglike Molecules Contained in Natural Language TextCode0
A More Efficient Chinese Named Entity Recognition base on BERT and Syntactic Analysis0
Lex-BERT: Enhancing BERT based NER with lexicons0
XLA: A Robust Unsupervised Data Augmentation Framework for Cross-Lingual NLP0
De-identifying Australian Hospital Discharge Summaries: An End-to-End Framework using Ensemble of Deep Learning Models0
An Automated Domain Understanding Technique for Knowledge Graph Generation0
Counterfactual Thinking for Long-tailed Information Extraction0
How Do Your Biomedical Named Entity Recognition Models Generalize to Novel Entities?Code0
Collective Robustness Certificates0
Adaptive Self-training for Neural Sequence Labeling with Few Labels0
PABI: A Unified PAC-Bayesian Informativeness Measure for Incidental Supervision Signals0
TexSmart: A Text Understanding System for Fine-Grained NER and Enhanced Semantic Analysis0
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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
4BLSTM-CNN-Char (SparkNLP)F189.13Unverified
5Spark NLPF189.13Unverified
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
8Spark NLPF189.73Unverified
9BLSTM-CNN-Char (SparkNLP)F189.73Unverified
10UniNER-7BF189.34Unverified