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
Persuasive Dialogue Understanding: the Baselines and Negative Results0
PharmaCoNER: Pharmacological Substances, Compounds and proteins Named Entity Recognition track0
PharmKE: Knowledge Extraction Platform for Pharmaceutical Texts using Transfer Learning0
Phone-ing it in: Towards Flexible Multi-Modal Language Model Training by Phonetic Representations of Data0
Phonologically Aware Neural Model for Named Entity Recognition in Low Resource Transfer Settings0
Phrase Representations for Multiword Expressions0
Political Tendency Identification in Twitter using Sentiment Analysis Techniques0
POLYGLOT-NER: Massive Multilingual Named Entity Recognition0
Pooled Contextualized Embeddings for Named Entity Recognition0
Port4NooJ v3.0: Integrated Linguistic Resources for Portuguese NLP0
Portuguese Named Entity Recognition using Conditional Random Fields and Local Grammars0
Positional Attention for Efficient BERT-Based Named Entity Recognition0
Position-Invariant Truecasing with a Word-and-Character Hierarchical Recurrent Neural Network0
Posterior regularization for Joint Modeling of Multiple Structured Prediction Tasks with Soft Constraints0
Predefined domain specific embeddings of food concepts and recipes: A case study on heterogeneous recipe datasets0
Preserving Cross-Linguality of Pre-trained Models via Continual Learning0
Preserving Empirical Probabilities in BERT for Small-sample Clinical Entity Recognition0
Pretrained language model transfer on neural named entity recognition in Indonesian conversational texts0
Pre-training and Evaluating Transformer-based Language Models for Icelandic0
Pre-training of Hidden-Unit CRFs0
Priberam Labs at the 3rd Shared Task on SlavNER0
Private Cross-Silo Federated Learning for Extracting Vaccine Adverse Event Mentions0
Proactive Learning for Named Entity Recognition0
Probabilistic Inference for Cold Start Knowledge Base Population with Prior World Knowledge0
Probabilistic Models of Cross-Lingual Semantic Similarity in Context Based on Latent Cross-Lingual Concepts Induced from Comparable Data0
Processing Document Collections to Automatically Extract Linked Data: Semantic Storytelling Technologies for Smart Curation Workflows0
Processo de constru \~ao de um corpus anotado com Entidades Geol\'ogicas visando REN (Building an annotated corpus with geological entities for NER)[In Portuguese]0
Product Market Demand Analysis Using NLP in Banglish Text with Sentiment Analysis and Named Entity Recognition0
Projecting named entity recognizers without annotated or parallel corpora0
ProKD: An Unsupervised Prototypical Knowledge Distillation Network for Zero-Resource Cross-Lingual Named Entity Recognition0
Prompt-based Text Entailment for Low-Resource Named Entity Recognition0
Prompting Language Models for Linguistic Structure0
PromptNER: Prompting For Named Entity Recognition0
Protagonists' Tagger in Literary Domain -- New Datasets and a Method for Person Entity Linkage0
ProtoNER: Few shot Incremental Learning for Named Entity Recognition using Prototypical Networks0
Providing and Analyzing NLP Terms for our Community0
Prune or Retrain: Optimizing the Vocabulary of Multilingual Models for Estonian0
QASR: QCRI Aljazeera Speech Resource -- A Large Scale Annotated Arabic Speech Corpus0
QASR: QCRI Aljazeera Speech Resource A Large Scale Annotated Arabic Speech Corpus0
QNet: A Quantum-native Sequence Encoder Architecture0
QTLeap WSD/NED Corpora: Semantic Annotation of Parallel Corpora in Six Languages0
Qtrade AI at SemEval-2022 Task 11: An Unified Framework for Multilingual NER Task0
Quality-Efficiency Trade-offs in Machine Learning for Text Processing0
Quantifying Uncertainties in Natural Language Processing Tasks0
Quantization Loss Re-Learning Method0
Quantum Criticism: A Tagged News Corpus Analysed for Sentiment and Named Entities0
QUEACO: Borrowing Treasures from Weakly-labeled Behavior Data for Query Attribute Value Extraction0
Query-Based Named Entity Recognition0
Question Answering Infused Pre-training of General-Purpose Contextualized Representations0
QuickView: NLP-based Tweet Search0
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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