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 28012850 of 2874 papers

TitleStatusHype
Link, Synthesize, Retrieve: Universal Document Linking for Zero-Shot Information RetrievalCode0
LINSPECTOR: Multilingual Probing Tasks for Word RepresentationsCode0
LINSPECTOR WEB: A Multilingual Probing Suite for Word RepresentationsCode0
A Dataset of Kurdish (Sorani) Named Entities -- An Amendment to Kurdish-BLARK Named EntitiesCode0
Adapting Word Embeddings to New Languages with Morphological and Phonological Subword RepresentationsCode0
A Survey on Deep Learning for Named Entity RecognitionCode0
A Study of fastText Word Embedding Effects in Document Classification in Bangla LanguageCode0
AI- and HPC-enabled Lead Generation for SARS-CoV-2: Models and Processes to Extract Druglike Molecules Contained in Natural Language TextCode0
Russian Jeopardy! Data Set for Question-Answering SystemsCode0
Switching Contexts: Transportability Measures for NLPCode0
Chinese Named Entity Recognition Augmented with Lexicon MemoryCode0
LLMs in Biomedicine: A study on clinical Named Entity RecognitionCode0
Chinese Lexical Analysis with Deep Bi-GRU-CRF NetworkCode0
Adversarial Transfer Learning for Chinese Named Entity Recognition with Self-Attention MechanismCode0
Distantly Supervised NER with Partial Annotation Learning and Reinforcement LearningCode0
A Hierarchical Multi-task Approach for Learning Embeddings from Semantic TasksCode0
UTNLP at SemEval-2021 Task 5: A Comparative Analysis of Toxic Span Detection using Attention-based, Named Entity Recognition, and Ensemble ModelsCode0
Old is Gold: Linguistic Driven Approach for Entity and Relation Linking of Short TextCode0
Distantly-Supervised Named Entity Recognition with Adaptive Teacher Learning and Fine-grained Student EnsembleCode0
TokenVerse: Towards Unifying Speech and NLP Tasks via Transducer-based ASRCode0
ToNER: Type-oriented Named Entity Recognition with Generative Language ModelCode0
Long Short-Term Memory with Dynamic Skip ConnectionsCode0
One Model for All Domains: Collaborative Domain-Prefix Tuning for Cross-Domain NERCode0
Low-Resource Named Entity Recognition Based on Multi-hop Dependency TriggerCode0
SciAnnotate: A Tool for Integrating Weak Labeling Sources for Sequence LabelingCode0
ASTRAL: Adversarial Trained LSTM-CNN for Named Entity RecognitionCode0
SciDeBERTa: Learning DeBERTa for Science Technology Documents and Fine-Tuning Information Extraction TasksCode0
Adapting Multilingual LLMs to Low-Resource Languages with Knowledge Graphs via AdaptersCode0
Distantly Supervised Named Entity Recognition with Category-Oriented Confidence CalibrationCode0
Distantly Supervised Named Entity Recognition using Positive-Unlabeled LearningCode0
DISTANT-CTO: A Zero Cost, Distantly Supervised Approach to Improve Low-Resource Entity Extraction Using Clinical Trials LiteratureCode0
Adversarial Self-Attention for Language UnderstandingCode0
ChiMST: A Chinese Medical Corpus for Word Segmentation and Medical Term RecognitionCode0
A Neural Layered Model for Nested Named Entity RecognitionCode0
Assessing Demographic Bias in Named Entity RecognitionCode0
DistALANER: Distantly Supervised Active Learning Augmented Named Entity Recognition in the Open Source Software EcosystemCode0
A Smoother Way to Train Structured Prediction ModelsCode0
On-the-Job Learning with Bayesian Decision TheoryCode0
Syntax-driven Data Augmentation for Named Entity RecognitionCode0
On the Use of External Data for Spoken Named Entity RecognitionCode0
Disease Normalization with Graph EmbeddingsCode0
Synthetic4Health: Generating Annotated Synthetic Clinical LettersCode0
Man is to Person as Woman is to Location: Measuring Gender Bias in Named Entity RecognitionCode0
Dependency-Guided LSTM-CRF for Named Entity RecognitionCode0
Weighted Training for Cross-Task LearningCode0
ChemNER: Fine-Grained Chemistry Named Entity Recognition with Ontology-Guided Distant SupervisionCode0
DISARM: Detecting the Victims Targeted by Harmful MemesCode0
Different Tastes of Entities: Investigating Human Label Variation in Named Entity AnnotationsCode0
MarSan at SemEval-2022 Task 11: Multilingual complex named entity recognition using T5 and transformer encoderCode0
MasakhaNER 2.0: Africa-centric Transfer Learning for Named Entity RecognitionCode0
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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