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 601650 of 2874 papers

TitleStatusHype
Exploring the Effectiveness of Instruction Tuning in Biomedical Language Processing0
L3Cube-MahaSocialNER: A Social Media based Marathi NER Dataset and BERT models0
Unified Lattice Graph Fusion for Chinese Named Entity Recognition0
Multi-level biomedical NER through multi-granularity embeddings and enhanced labeling0
Explorers at #SMM4H 2023: Enhancing BERT for Health Applications through Knowledge and Model Fusion0
From Dialogue to Diagram: Task and Relationship Extraction from Natural Language for Accelerated Business Process Prototyping0
Identifying Planetary Names in Astronomy Papers: A Multi-Step Approach0
Robust Few-Shot Named Entity Recognition with Boundary Discrimination and Correlation PurificationCode0
Augmenty: A Python Library for Structured Text Augmentation0
Enhanced E-Commerce Attribute Extraction: Innovating with Decorative Relation Correction and LLAMA 2.0-Based Annotation0
Redefining Developer Assistance: Through Large Language Models in Software Ecosystem0
On Significance of Subword tokenization for Low Resource and Efficient Named Entity Recognition: A case study in Marathi0
A Corpus for Named Entity Recognition in Chinese Novels with Multi-genresCode0
Transformer-based Named Entity Recognition in Construction Supply Chain Risk Management in Australia0
Adapt in Contexts: Retrieval-Augmented Domain Adaptation via In-Context Learning0
Bit Cipher -- A Simple yet Powerful Word Representation System that Integrates Efficiently with Language Models0
Extracting periodontitis diagnosis in clinical notes with RoBERTa and regular expression0
Use GPT-J Prompt Generation with RoBERTa for NER Models on Diagnosis Extraction of Periodontal Diagnosis from Electronic Dental Records0
SegMix: A Simple Structure-Aware Data Augmentation Method0
Uncertainty Estimation on Sequential Labeling via Uncertainty TransmissionCode0
Injecting Categorical Labels and Syntactic Information into Biomedical NER0
Less than One-shot: Named Entity Recognition via Extremely Weak SupervisionCode0
Low-Resource Named Entity Recognition: Can One-vs-All AUC Maximization Help?0
Re-weighting Tokens: A Simple and Effective Active Learning Strategy for Named Entity Recognition0
Integrating curation into scientific publishing to train AI modelsCode0
Generating Medical Prescriptions with Conditional TransformerCode0
S2F-NER: Exploring Sequence-to-Forest Generation for Complex Entity Recognition0
A Few-Shot Learning Focused Survey on Recent Named Entity Recognition and Relation Classification Methods0
WojoodNER 2023: The First Arabic Named Entity Recognition Shared Task0
Towards Automated Recipe Genre Classification using Semi-Supervised Learning0
A Boundary Offset Prediction Network for Named Entity RecognitionCode0
Toward a Critical Toponymy Framework for Named Entity Recognition: A Case Study of Airbnb in New York City0
Annotated Job Ads with Named Entity Recognition0
Learning to Rank Context for Named Entity Recognition Using a Synthetic DatasetCode0
Generalizing Few-Shot Named Entity Recognizers to Unseen Domains with Type-Related FeaturesCode0
PuoBERTa: Training and evaluation of a curated language model for SetswanaCode0
FinGPT: Instruction Tuning Benchmark for Open-Source Large Language Models in Financial Datasets0
Extraction of Medication and Temporal Relation from Clinical Text using Neural Language ModelsCode0
ProtoNER: Few shot Incremental Learning for Named Entity Recognition using Prototypical Networks0
CebuaNER: A New Baseline Cebuano Named Entity Recognition ModelCode0
Comparative Analysis of Named Entity Recognition in the Dungeons and Dragons Domain0
Comprehensive Overview of Named Entity Recognition: Models, Domain-Specific Applications and Challenges0
Inspire the Large Language Model by External Knowledge on BioMedical Named Entity Recognition0
Named Entity Recognition via Machine Reading Comprehension: A Multi-Task Learning ApproachCode0
FRASIMED: a Clinical French Annotated Resource Produced through Crosslingual BERT-Based Annotation Projection0
RedPenNet for Grammatical Error Correction: Outputs to Tokens, Attentions to SpansCode0
Contextual Label Projection for Cross-Lingual Structured PredictionCode0
Incorporating Class-based Language Model for Named Entity Recognition in Factorized Neural Transducer0
Learning Personalized User Preference from Cold Start in Multi-turn Conversations0
Leave no Place Behind: Improved Geolocation in Humanitarian Documents0
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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