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 151200 of 2874 papers

TitleStatusHype
ConNER: Consistency Training for Cross-lingual Named Entity RecognitionCode1
De-biasing Distantly Supervised Named Entity Recognition via Causal InterventionCode1
A Neural Transition-based Model for Nested Mention RecognitionCode1
A Large-Scale Chinese Multimodal NER Dataset with Speech CluesCode1
A Comparative Study of Pretrained Language Models for Long Clinical TextCode1
AraBERT: Transformer-based Model for Arabic Language UnderstandingCode1
AlephBERT:A Hebrew Large Pre-Trained Language Model to Start-off your Hebrew NLP Application WithCode1
Deep contextualized word representationsCode1
Computationally Efficient NER Taggers with Combined Embeddings and Constrained DecodingCode1
A Unified MRC Framework for Named Entity RecognitionCode1
DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph ConstructionCode1
DiffusionNER: Boundary Diffusion for Named Entity RecognitionCode1
A Dataset of German Legal Documents for Named Entity RecognitionCode1
A Simple but Effective Approach to Improve Structured Language Model Output for Information ExtractionCode1
Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-TrainingCode1
Distantly Supervised Named Entity Recognition via Confidence-Based Multi-Class Positive and Unlabeled LearningCode1
SeqScore: Addressing Barriers to Reproducible Named Entity Recognition EvaluationCode1
A Unified Generative Framework for Various NER SubtasksCode1
Domain-Specific NER via Retrieving Correlated SamplesCode1
CONTaiNER: Few-Shot Named Entity Recognition via Contrastive LearningCode1
A Twitter Corpus for Named Entity Recognition in TurkishCode1
ATCO2 corpus: A Large-Scale Dataset for Research on Automatic Speech Recognition and Natural Language Understanding of Air Traffic Control CommunicationsCode1
From Zero to Hero: Harnessing Transformers for Biomedical Named Entity Recognition in Zero- and Few-shot ContextsCode1
EasyNER: A Customizable Easy-to-Use Pipeline for Deep Learning- and Dictionary-based Named Entity Recognition from Medical TextCode1
Coarse-to-Fine Pre-training for Named Entity RecognitionCode1
Autoregressive Structured Prediction with Language ModelsCode1
Empirical Study of Zero-Shot NER with ChatGPTCode1
Endowing Language Models with Multimodal Knowledge Graph RepresentationsCode1
Coach: A Coarse-to-Fine Approach for Cross-domain Slot FillingCode1
E-NER: Evidential Deep Learning for Trustworthy Named Entity RecognitionCode1
Enhancing Entity Boundary Detection for Better Chinese Named Entity RecognitionCode1
Enhancing Low-resource Fine-grained Named Entity Recognition by Leveraging Coarse-grained DatasetsCode1
bbw: Matching CSV to Wikidata via Meta-lookupCode1
BERTifying the Hidden Markov Model for Multi-Source Weakly Supervised Named Entity RecognitionCode1
A Discourse-Level Named Entity Recognition and Relation Extraction Dataset for Chinese Literature TextCode1
Beheshti-NER: Persian Named Entity Recognition Using BERTCode1
Benchmarking for Biomedical Natural Language Processing Tasks with a Domain Specific ALBERTCode1
Example-Based Named Entity RecognitionCode1
Code and Named Entity Recognition in StackOverflowCode1
FactMix: Using a Few Labeled In-domain Examples to Generalize to Cross-domain Named Entity RecognitionCode1
ACLM: A Selective-Denoising based Generative Data Augmentation Approach for Low-Resource Complex NERCode1
A Human Subject Study of Named Entity Recognition (NER) in Conversational Music Recommendation QueriesCode1
Better Feature Integration for Named Entity RecognitionCode1
BERTweet: A pre-trained language model for English TweetsCode1
Beyond Boundaries: Learning a Universal Entity Taxonomy across Datasets and Languages for Open Named Entity RecognitionCode1
FGN: Fusion Glyph Network for Chinese Named Entity RecognitionCode1
FinBERT-MRC: financial named entity recognition using BERT under the machine reading comprehension paradigmCode1
An Analysis of Simple Data Augmentation for Named Entity RecognitionCode1
Advances of Transformer-Based Models for News Headline GenerationCode1
An Enhanced Span-based Decomposition Method for Few-Shot Sequence LabelingCode1
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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