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 501550 of 2874 papers

TitleStatusHype
Influence Functions for Sequence Tagging ModelsCode0
Multilingual Auxiliary Tasks Training: Bridging the Gap between Languages for Zero-Shot Transfer of Hate Speech Detection ModelsCode0
Enhancing Label Consistency on Document-level Named Entity RecognitionCode0
Span-based joint entity and relation extraction augmented with sequence tagging mechanism0
Improving Chinese Named Entity Recognition by Search Engine Augmentation0
MasakhaNER 2.0: Africa-centric Transfer Learning for Named Entity RecognitionCode0
PcMSP: A Dataset for Scientific Action Graphs Extraction from Polycrystalline Materials Synthesis Procedure TextCode0
Improving the Factual Correctness of Radiology Report Generation with Semantic Rewards0
Joint Speech Translation and Named Entity Recognition0
Unsupervised Text DeidentificationCode1
Tag-Set-Sequence Learning for Generating Question-Answer Pairs0
Multi-Granularity Cross-Modality Representation Learning for Named Entity Recognition on Social MediaCode1
Entity-to-Text based Data Augmentation for various Named Entity Recognition Tasks0
Type-supervised sequence labeling based on the heterogeneous star graph for named entity recognitionCode0
Machine and Deep Learning Methods with Manual and Automatic Labelling for News Classification in Bangla Language0
End-to-End Entity Detection with Proposer and RegressorCode1
Robustness of Demonstration-based Learning Under Limited Data ScenarioCode0
A Comprehensive Analysis of Acknowledgement Texts in Web of Science: a case study on four scientific domains0
KPI-EDGAR: A Novel Dataset and Accompanying Metric for Relation Extraction from Financial DocumentsCode1
SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition0
Automatic Creation of Named Entity Recognition Datasets by Querying Phrase Representations0
Confidence estimation of classification based on the distribution of the neural network output layer0
Style Transfer as Data Augmentation: A Case Study on Named Entity RecognitionCode1
Self-Adaptive Named Entity Recognition by Retrieving Unstructured Knowledge0
TweetNERD -- End to End Entity Linking Benchmark for TweetsCode0
CROP: Zero-shot Cross-lingual Named Entity Recognition with Multilingual Labeled Sequence TranslationCode0
Rethinking Annotation: Can Language Learners Contribute?0
MedJEx: A Medical Jargon Extraction Model with Wiki's Hyperlink Span and Contextualized Masked Language Model ScoreCode0
HUE: Pretrained Model and Dataset for Understanding Hanja Documents of Ancient KoreaCode1
SEE-Few: Seed, Expand and Entail for Few-shot Named Entity RecognitionCode1
A dynamic programming algorithm for span-based nested named-entity recognition in O(n^2)0
Social Media Personal Event Notifier Using NLP and Machine Learning0
Knowledge Distillation Transfer Sets and their Impact on Downstream NLU Tasks0
Deep Span Representations for Named Entity RecognitionCode1
Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity RecognitionCode1
Named Entity Recognition in Twitter: A Dataset and Analysis on Short-Term Temporal ShiftsCode2
Distillation-Resistant Watermarking for Model Protection in NLPCode1
SLICER: Sliced Fine-Tuning for Low-Resource Cross-Lingual Transfer for Named Entity RecognitionCode0
UB Health Miners@SMM4H’22: Exploring Pre-processing Techniques To Classify Tweets Using Transformer Based Pipelines.0
FRE at SocialDisNER: Joint Learning of Language Models for Named Entity Recognition0
READ-BioMed@SocialDisNER: Adaptation of an Annotation System to Spanish Tweets0
NLP-CIC-WFU at SocialDisNER: Disease Mention Extraction in Spanish Tweets Using Transfer Learning and Search by Propagation0
Analyzing BERT Cross-lingual Transfer Capabilities in Continual Sequence LabelingCode0
“Kanglish alli names!” Named Entity Recognition for Kannada-English Code-Mixed Social Media Data0
CASIA@SMM4H’22: A Uniform Health Information Mining System for Multilingual Social Media Texts0
Romanian micro-blogging named entity recognition including health-related entities0
War and Pieces: Comparing Perspectives About World War I and II Across Wikipedia Language Communities0
Can Data Diversity Enhance Learning Generalization?0
Two Languages Are Better than One: Bilingual Enhancement for Chinese Named Entity Recognition0
Tafsir Dataset: A Novel Multi-Task Benchmark for Named Entity Recognition and Topic Modeling in Classical Arabic Literature0
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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