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 401450 of 2874 papers

TitleStatusHype
Learning from Noisy Crowd Labels with LogicsCode0
Span-based Named Entity Recognition by Generating and Compressing InformationCode0
Lightweight Transformers for Clinical Natural Language ProcessingCode1
Data Augmentation for Robust Character Detection in Fantasy NovelsCode0
A Novel Approach for Auto-Formulation of Optimization ProblemsCode0
Efficient Joint Learning for Clinical Named Entity Recognition and Relation Extraction Using Fourier Networks: A Use Case in Adverse Drug EventsCode0
A Survey on Arabic Named Entity Recognition: Past, Recent Advances, and Future Trends0
Collective Robustness Certificates: Exploiting Interdependence in Graph Neural Networks0
Unleashing the True Potential of Sequence-to-Sequence Models for Sequence Tagging and Structure ParsingCode1
Bioformer: an efficient transformer language model for biomedical text miningCode1
Predefined domain specific embeddings of food concepts and recipes: A case study on heterogeneous recipe datasets0
Zero-shot cross-lingual transfer language selection using linguistic similarity0
A Comparative Study of Pretrained Language Models for Long Clinical TextCode1
One Model for All Domains: Collaborative Domain-Prefix Tuning for Cross-Domain NERCode0
XLM-V: Overcoming the Vocabulary Bottleneck in Multilingual Masked Language ModelsCode0
ViDeBERTa: A powerful pre-trained language model for VietnameseCode1
ProKD: An Unsupervised Prototypical Knowledge Distillation Network for Zero-Resource Cross-Lingual Named Entity Recognition0
Adversarial Adaptation for French Named Entity RecognitionCode0
A Dataset of Kurdish (Sorani) Named Entities -- An Amendment to Kurdish-BLARK Named EntitiesCode0
Language Models sounds the Death Knell of Knowledge Graphs0
Floods Relevancy and Identification of Location from Twitter Posts using NLP Techniques0
Countering Malicious Content Moderation Evasion in Online Social Networks: Simulation and Detection of Word CamouflageCode0
A Comprehensive Study of Gender Bias in Chemical Named Entity Recognition Models0
A Marker-based Neural Network System for Extracting Social Determinants of Health0
Naamapadam: A Large-Scale Named Entity Annotated Data for Indic LanguagesCode1
E-NER -- An Annotated Named Entity Recognition Corpus of Legal TextCode0
Do CoNLL-2003 Named Entity Taggers Still Work Well in 2023?Code0
Statistical Dataset Evaluation: Reliability, Difficulty, and Validity0
Enriching Relation Extraction with OpenIE0
Multilingual Sequence-to-Sequence Models for Hebrew NLP0
Multi hash embeddings in spaCyCode0
MANER: Mask Augmented Named Entity Recognition for Extreme Low-Resource Languages0
Context-aware Fine-tuning of Self-supervised Speech Models0
Building Multilingual Corpora for a Complex Named Entity Recognition and Classification Hierarchy using Wikipedia and DBpedia0
Building and Evaluating Universal Named-Entity Recognition English corpus0
VTCC-NLP at NL4Opt competition subtask 1: An Ensemble Pre-trained language models for Named Entity Recognition0
Foresight -- Generative Pretrained Transformer (GPT) for Modelling of Patient Timelines using EHRsCode2
Distantly-Supervised Named Entity Recognition with Adaptive Teacher Learning and Fine-grained Student EnsembleCode0
MORTY: Structured Summarization for Targeted Information Extraction from Scholarly Articles0
Improving Precancerous Case Characterization via Transformer-based Ensemble Learning0
Structured information extraction from complex scientific text with fine-tuned large language models0
From Cloze to Comprehension: Retrofitting Pre-trained Masked Language Model to Pre-trained Machine ReaderCode0
AUC Maximization for Low-Resource Named Entity Recognition0
WIDER & CLOSER: Mixture of Short-channel Distillers for Zero-shot Cross-lingual Named Entity RecognitionCode0
Transformer-Based Named Entity Recognition for French Using Adversarial Adaptation to Similar Domain CorporaCode0
GNN-SL: Sequence Labeling Based on Nearest Examples via GNNCode0
Named Entity and Relation Extraction with Multi-Modal Retrieval0
Few-Shot Nested Named Entity Recognition0
AIONER: All-in-one scheme-based biomedical named entity recognition using deep learningCode1
Handling and extracting key entities from customer conversations using Speech recognition and Named Entity recognition0
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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