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
UM6P-CS at SemEval-2022 Task 11: Enhancing Multilingual and Code-Mixed Complex Named Entity Recognition via Pseudo Labels using Multilingual Transformer0
UMCC\_DLSI: Multidimensional Lexical-Semantic Textual Similarity0
UMLS-KGI-BERT: Data-Centric Knowledge Integration in Transformers for Biomedical Entity Recognition0
Uncertainty-aware Self-training for Low-resource Neural Sequence Labeling0
Un corpus libre, \'evolutif et versionn\'e en entit\'es nomm\'ees du Fran (A free, evolving and versioned french named entity recognition corpus)0
Understanding Tables in Context Using Standard NLP Toolkits0
UNER: Universal Named-Entity RecognitionFramework0
UNH at SemEval-2019 Task 12: Toponym Resolution in Scientific Papers0
UNIBA: Combining Distributional Semantic Models and Sense Distribution for Multilingual All-Words Sense Disambiguation and Entity Linking0
Unified Lattice Graph Fusion for Chinese Named Entity Recognition0
Unified Neural Architecture for Drug, Disease and Clinical Entity Recognition0
Unintended Memorization and Timing Attacks in Named Entity Recognition Models0
UniPi: Recognition of Mentions of Disorders in Clinical Text0
University of Arizona at SemEval-2019 Task 12: Deep-Affix Named Entity Recognition of Geolocation Entities0
Unlocking the Power of Deep PICO Extraction: Step-wise Medical NER Identification0
Unmasking the Reality of PII Masking Models: Performance Gaps and the Call for Accountability0
Unsupervised Full Constituency Parsing with Neighboring Distribution Divergence0
Unsupervised Paraphrasing Consistency Training for Low Resource Named Entity Recognition0
Unsupervised structured semantic inference for spoken dialog reservation tasks0
Unveiling Social Media Comments with a Novel Named Entity Recognition System for Identity Groups0
UQAM-NTL: Named entity recognition in Twitter messages0
Use GPT-J Prompt Generation with RoBERTa for NER Models on Diagnosis Extraction of Periodontal Diagnosis from Electronic Dental Records0
Use of unsupervised word classes for entity recognition: Application to the detection of disorders in clinical reports0
Using a Language Technology Infrastructure for German in order to Anonymize German Sign Language Corpus Data0
Using Convolutional Neural Networks to Classify Hate-Speech0
Using Domain Knowledge for Low Resource Named Entity Recognition0
Using Entity Information from a Knowledge Base to Improve Relation Extraction0
Using LSTM and GRU With a New Dataset for Named Entity Recognition in the Arabic Language0
Using multiple ASR hypotheses to boost i18n NLU performance0
Using Positional Suffix Trees to Perform Agile Tree Kernel Calculation0
Using Sentence-level Classification Helps Entity Extraction from Material Science Literature0
Using Simple NLP Tools to Trace the Globalization of the Art World0
Using the verifiability of details as a test of deception: A conceptual framework for the automation of the verifiability approach0
Using Wikipedia and Semantic Resources to Find Answer Types and Appropriate Answer Candidate Sets in Question Answering0
Using Word Embeddings to Translate Named Entities0
USTC-NELSLIP at SemEval-2023 Task 2: Statistical Construction and Dual Adaptation of Gazetteer for Multilingual Complex NER0
UTA DLNLP at SemEval-2016 Task 12: Deep Learning Based Natural Language Processing System for Clinical Information Identification from Clinical Notes and Pathology Reports0
UT-DB: An Experimental Study on Sentiment Analysis in Twitter0
UTH-CCB: The Participation of the SemEval 2015 Challenge -- Task 140
UTHealth at SemEval-2016 Task 12: an End-to-End System for Temporal Information Extraction from Clinical Notes0
Utilizing AI and Social Media Analytics to Discover Adverse Side Effects of GLP-1 Receptor Agonists0
UTU: Adapting Biomedical Event Extraction System to Disorder Attribute Detection0
UTU: Disease Mention Recognition and Normalization with CRFs and Vector Space Representations0
UTurku: Drug Named Entity Recognition and Drug-Drug Interaction Extraction Using SVM Classification and Domain Knowledge0
UzBERT: pretraining a BERT model for Uzbek0
UZH@CRAFT-ST: a Sequence-labeling Approach to Concept Recognition0
Validating Label Consistency in NER Data Annotation0
Vartani Spellcheck -- Automatic Context-Sensitive Spelling Correction of OCR-generated Hindi Text Using BERT and Levenshtein Distance0
VEE-BERT: Accelerating BERT Inference for Named Entity Recognition via Vote Early Exiting0
VicunaNER: Zero/Few-shot Named Entity Recognition using Vicuna0
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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