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 12511300 of 2874 papers

TitleStatusHype
Linguistically-Enriched and Context-Aware Zero-shot Slot Filling0
Structured Prediction as Translation between Augmented Natural LanguagesCode1
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
Trankit: A Light-Weight Transformer-based Toolkit for Multilingual Natural Language ProcessingCode1
PhoNLP: A joint multi-task learning model for Vietnamese part-of-speech tagging, named entity recognition and dependency parsingCode1
A Robust and Domain-Adaptive Approach for Low-Resource Named Entity RecognitionCode1
Lex-BERT: Enhancing BERT based NER with lexicons0
How Do Your Biomedical Named Entity Recognition Models Generalize to Novel Entities?Code0
De-identifying Australian Hospital Discharge Summaries: An End-to-End Framework using Ensemble of Deep Learning Models0
XLA: A Robust Unsupervised Data Augmentation Framework for Cross-Lingual NLP0
PABI: A Unified PAC-Bayesian Informativeness Measure for Incidental Supervision Signals0
Counterfactual Thinking for Long-tailed Information Extraction0
Adaptive Self-training for Neural Sequence Labeling with Few Labels0
An Automated Domain Understanding Technique for Knowledge Graph Generation0
Collective Robustness Certificates0
TexSmart: A Text Understanding System for Fine-Grained NER and Enhanced Semantic Analysis0
AraELECTRA: Pre-Training Text Discriminators for Arabic Language UnderstandingCode1
Few-Shot Named Entity Recognition: A Comprehensive StudyCode1
Semi-Supervised Disentangled Framework for Transferable Named Entity RecognitionCode0
Domain specific BERT representation for Named Entity Recognition of lab protocolCode1
A hybrid deep-learning approach for complex biochemical named entity recognition0
Named Entity Recognition in the Legal Domain using a Pointer Generator Network0
Sensitive Data Detection with High-Throughput Neural Network Models for Financial InstitutionsCode2
Nested Named Entity Recognition with Partially-Observed TreeCRFsCode1
RecipeNLG: A Cooking Recipes Dataset for Semi-Structured Text GenerationCode1
Vartani Spellcheck -- Automatic Context-Sensitive Spelling Correction of OCR-generated Hindi Text Using BERT and Levenshtein Distance0
An End-to-End Solution for Named Entity Recognition in eCommerce Search0
Empirical Analysis of Unlabeled Entity Problem in Named Entity RecognitionCode1
Segmenting Natural Language Sentences via Lexical Unit Analysis0
CrossNER: Evaluating Cross-Domain Named Entity RecognitionCode1
Improving Clinical Document Understanding on COVID-19 Research with Spark NLPCode0
Using multiple ASR hypotheses to boost i18n NLU performance0
Delexicalized Paraphrase Generation0
GottBERT: a pure German Language Model0
Named-Entity Based Sentiment Analysis of Nepali News Media Texts0
COVID-19: A Semantic-Based Pipeline for Recommending Biomedical Entities0
Annotating the Pandemic: Named Entity Recognition and Normalisation in COVID-19 Literature0
Cookpad Parsed Corpus: Linguistic Annotations of Japanese Recipes0
Merge and Recognize: A Geometry and 2D Context Aware Graph Model for Named Entity Recognition from Visual Documents0
Embed More Ignore Less (EMIL): Exploiting Enriched Representations for Arabic NLP0
The WEAVE Corpus: Annotating Synthetic Chemical Procedures in Patents with Chemical Named EntitiesCode0
Deep Neural Model for Manipuri Multiword Named Entity Recognition with Unsupervised Cluster Feature0
Creation of Corpus and Analysis in Code-Mixed Kannada-English Social Media Data for POS Tagging0
Contextual Embeddings for Arabic-English Code-Switched DataCode0
Constructing a Korean Named Entity Recognition Dataset for the Financial Domain using Active Learning0
Named Entity Popularity Determination using Ensemble Learning0
A Semi-Supervised BERT Approach for Arabic Named Entity Recognition0
基於圖神經網路之中文健康照護命名實體辨識 (Chinese Healthcare Named Entity Recognition Based on Graph Neural Networks)0
Overview of the Fifth Social Media Mining for Health Applications (#SMM4H) Shared Tasks at COLING 20200
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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