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 14511500 of 2874 papers

TitleStatusHype
Pyramid: A Layered Model for Nested Named Entity RecognitionCode1
GLUECoS: An Evaluation Benchmark for Code-Switched NLP0
BENTO: A Visual Platform for Building Clinical NLP Pipelines Based on CodaLab0
EVIDENCEMINER: Textual Evidence Discovery for Life Sciences0
Multi-Domain Named Entity Recognition with Genre-Aware and Agnostic Inference0
Temporally-Informed Analysis of Named Entity Recognition0
Improving Multimodal Named Entity Recognition via Entity Span Detection with Unified Multimodal TransformerCode1
SeqVAT: Virtual Adversarial Training for Semi-Supervised Sequence Labeling0
Improving Low-Resource Named Entity Recognition using Joint Sentence and Token Labeling0
Improving Sequence Tagging for Vietnamese Text Using Transformer-based Neural ModelsCode1
BOND: BERT-Assisted Open-Domain Named Entity Recognition with Distant SupervisionCode1
NLPContributions: An Annotation Scheme for Machine Reading of Scholarly Contributions in Natural Language Processing LiteratureCode0
Chatbot: A Conversational Agent employed with Named Entity Recognition Model using Artificial Neural Network0
Building Low-Resource NER Models Using Non-Speaker Annotation0
Information Extraction of Clinical Trial Eligibility CriteriaCode1
Foreseeing the Benefits of Incidental SupervisionCode0
DeepVar: An End-to-End Deep Learning Approach for Genomic Variant Recognition in Biomedical Literature0
Quantum Criticism: A Tagged News Corpus Analysed for Sentiment and Named Entities0
DeBERTa: Decoding-enhanced BERT with Disentangled AttentionCode2
The SOFC-Exp Corpus and Neural Approaches to Information Extraction in the Materials Science DomainCode1
Embeddings of Label Components for Sequence Labeling: A Case Study of Fine-grained Named Entity RecognitionCode0
Exploring Cross-sentence Contexts for Named Entity Recognition with BERTCode1
O\`u en sommes-nous dans la reconnaissance des entit\'es nomm\'ees structur\'ees \`a partir de la parole ? (Where are we in Named Entity Recognition from speech ?)0
Contextualized French Language Models for Biomedical Named Entity Recognition0
Recognizing Chinese Judicial Named Entity using BiLSTM-CRF0
Noise Robust Named Entity Understanding for Voice Assistants0
Establishing a New State-of-the-Art for French Named Entity Recognition0
ParsBERT: Transformer-based Model for Persian Language UnderstandingCode1
Happy Are Those Who Grade without Seeing: A Multi-Task Learning Approach to Grade Essays Using Gaze BehaviourCode0
MASK: A flexible framework to facilitate de-identification of clinical textsCode1
Bootstrapping Named Entity Recognition in E-Commerce with Positive Unlabeled Learning0
End-to-end Named Entity Recognition from English SpeechCode1
BERTweet: A pre-trained language model for English TweetsCode1
Are All Languages Created Equal in Multilingual BERT?0
Improving Named Entity Recognition in Tor Darknet with Local Distance Neighbor Feature0
NAT: Noise-Aware Training for Robust Neural Sequence LabelingCode1
Named Entity Recognition as Dependency ParsingCode1
An Evaluation of Recent Neural Sequence Tagging Models in Turkish Named Entity Recognition0
LinCE: A Centralized Benchmark for Linguistic Code-switching Evaluation0
The Structured Weighted Violations MIRACode0
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text MiningCode1
Learning Architectures from an Extended Search Space for Language Modeling0
Soft Gazetteers for Low-Resource Named Entity RecognitionCode1
Code and Named Entity Recognition in StackOverflowCode1
Sources of Transfer in Multilingual Named Entity RecognitionCode1
SC-CoMIcs: A Superconductivity Corpus for Materials Informatics0
Ontology-Style Relation Annotation: A Case Study0
Word Embedding Evaluation in Downstream Tasks and Semantic Analogies0
CAMeL Tools: An Open Source Python Toolkit for Arabic Natural Language ProcessingCode1
Building OCR/NER Test Collections0
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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