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 51100 of 2874 papers

TitleStatusHype
Academic Case Reports Lack Diversity: Assessing the Presence and Diversity of Sociodemographic and Behavioral Factors related to Post COVID-19 Condition0
LegalGuardian: A Privacy-Preserving Framework for Secure Integration of Large Language Models in Legal Practice0
TriMod Fusion for Multimodal Named Entity Recognition in Social Media0
Building Foundations for Natural Language Processing of Historical Turkish: Resources and Models0
Improving Dialectal Slot and Intent Detection with Auxiliary Tasks: A Multi-Dialectal Bavarian Case StudyCode0
Prune or Retrain: Optimizing the Vocabulary of Multilingual Models for Estonian0
Financial Named Entity Recognition: How Far Can LLM Go?Code0
Text2Insight: Transform natural language text into insights seamlessly using multi-model architecture0
"I've Heard of You!": Generate Spoken Named Entity Recognition Data for Unseen EntitiesCode0
Semi-Supervised Learning from Small Annotated Data and Large Unlabeled Data for Fine-grained PICO Entity Recognition0
Distilling Large Language Models for Efficient Clinical Information Extraction0
Graph-Convolutional Networks: Named Entity Recognition and Large Language Model Embedding in Document Clustering0
The Role of Natural Language Processing Tasks in Automatic Literary Character Network ConstructionCode0
CRENER: A Character Relation Enhanced Chinese NER Model0
Familiarity: Better Evaluation of Zero-Shot Named Entity Recognition by Quantifying Label Shifts in Synthetic Training DataCode1
Training LayoutLM from Scratch for Efficient Named-Entity Recognition in the Insurance Domain0
OpenNER 1.0: Standardized Open-Access Named Entity Recognition Datasets in 50+ Languages0
AI-assisted Knowledge Discovery in Biomedical Literature to Support Decision-making in Precision Oncology0
Mitigating Out-of-Entity Errors in Named Entity Recognition: A Sentence-Level Strategy0
The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process0
A Multi-way Parallel Named Entity Annotated Corpus for English, Tamil and SinhalaCode0
A Rule-Based Methodology for Company Identification: Application to the Downstream Space Sector0
BANER: Boundary-Aware LLMs for Few-Shot Named Entity RecognitionCode0
GerPS-Compare: Comparing NER methods for legal norm analysis0
Few-Shot Domain Adaptation for Named-Entity Recognition via Joint Constrained k-Means and Subspace SelectionCode0
Extracting Information in a Low-resource Setting: Case Study on Bioinformatics Workflows0
Enhancing Document AI Data Generation Through Graph-Based Synthetic Layouts0
RITA: Automatic Framework for Designing of Resilient IoT ApplicationsCode0
RAMIE: Retrieval-Augmented Multi-task Information Extraction with Large Language Models on Dietary Supplements0
An Experimental Study on Data Augmentation Techniques for Named Entity Recognition on Low-Resource Domains0
Information Extraction from Clinical Notes: Are We Ready to Switch to Large Language Models?Code0
A Brief History of Named Entity Recognition0
SinaTools: Open Source Toolkit for Arabic Natural Language Processing0
ReverseNER: A Self-Generated Example-Driven Framework for Zero-Shot Named Entity Recognition with Large Language Models0
SandboxAQ's submission to MRL 2024 Shared Task on Multi-lingual Multi-task Information Retrieval0
Link, Synthesize, Retrieve: Universal Document Linking for Zero-Shot Information RetrievalCode0
Computational Approaches to Arabic-English Code-Switching0
Comparative Analysis of Extrinsic Factors for NER in French0
Skill-LLM: Repurposing General-Purpose LLMs for Skill ExtractionCode0
Long Range Named Entity Recognition for Marathi Documents0
Annotation Guidelines for Corpus Novelties: Part 1 -- Named Entity Recognition0
HealthQ: Unveiling Questioning Capabilities of LLM Chains in Healthcare Conversations0
Trustworthy AI: Securing Sensitive Data in Large Language Models0
Zero- and Few-shot Named Entity Recognition and Text Expansion in Medication Prescriptions using ChatGPT0
Investigating OCR-Sensitive Neurons to Improve Entity Recognition in Historical DocumentsCode0
Effectiveness of Cross-linguistic Extraction of Genetic Information using Generative Large Language ModelsCode0
SLIMER-IT: Zero-Shot NER on Italian LanguageCode0
GEIC: Universal and Multilingual Named Entity Recognition with Large Language Models0
Cross-Lingual News Event Correlation for Stock Market Trend Prediction0
LLM-DER:A Named Entity Recognition Method Based on Large Language Models for Chinese Coal Chemical Domain0
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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