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 401450 of 2874 papers

TitleStatusHype
PUnifiedNER: A Prompting-based Unified NER System for Diverse DatasetsCode1
Pyramid: A Layered Model for Nested Named Entity RecognitionCode1
Advancing Hungarian Text Processing with HuSpaCy: Efficient and Accurate NLP PipelinesCode1
Radiology Text Analysis System (RadText): Architecture and EvaluationCode1
NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated DataCode1
An Investigation towards Differentially Private Sequence Tagging in a Federated Framework0
An Intelligent Recommendation-cum-Reminder System0
An Intellectual Property Entity Recognition Method Based on Transformer and Technological Word Information0
A General-Purpose Annotation Model for Knowledge Discovery: Case Study in Spanish Clinical Text0
AdaK-NER: An Adaptive Top-K Approach for Named Entity Recognition with Incomplete Annotations0
Accommodations in Tuscany as Linked Data0
An In-depth Analysis of the Effect of Text Normalization in Social Media0
An HMM Based Named Entity Recognition System for Indian Languages: The JU System at ICON 20130
An Eye-tracking Study of Named Entity Annotation0
A Gazetteer and Georeferencing for Historical English Documents0
Active Learning with Tabular Language Models0
Building Multilingual Corpora for a Complex Named Entity Recognition and Classification Hierarchy using Wikipedia and DBpedia0
An Extensive Empirical Evaluation of Character-Based Morphological Tagging for 14 Languages0
An Experiment in Integrating Sentiment Features for Tech Stock Prediction in Twitter0
An Experimental Study on Data Augmentation Techniques for Named Entity Recognition on Low-Resource Domains0
An Experimental Investigation of Part-Of-Speech Taggers for Vietnamese0
A French Corpus and Annotation Schema for Named Entity Recognition and Relation Extraction of Financial News0
Active Learning for Probabilistic Hypotheses Using the Maximum Gibbs Error Criterion0
An Experimental Comparison of Active Learning Strategies for Partially Labeled Sequences0
An Exercise in Reuse of Resources: Adapting General Discourse Coreference Resolution for Detecting Lexical Chains in Patent Documentation0
A Framework for Procedural Text Understanding0
A New Concept of Deep Reinforcement Learning based Augmented General Tagging System0
A Framework for Developing and Evaluating Word Embeddings of Drug-named Entity0
Active Learning for Coreference Resolution0
Accelerated materials language processing enabled by GPT0
A Benchmark of Nested Named Entity Recognition Approaches in Historical Structured Documents0
Building OCR/NER Test Collections0
An Evaluation of Recent Neural Sequence Tagging Models in Turkish Named Entity Recognition0
A Neural Transition-based Joint Model for Disease Named Entity Recognition and Normalization0
Active Learning for Coreference Resolution0
A Neural Pipeline Approach for the PharmaCoNER Shared Task using Contextual Exhaustive Models0
Building Hierarchically Disentangled Language Models for Text Generation with Named Entities0
A fine-grained corpus annotation schema of German nephrology records0
Active Defense Against Social Engineering: The Case for Human Language Technology0
Building Lexical Vector Representations from Concept Definitions0
Building Low-Resource NER Models Using Non-Speaker Annotation0
Building and Evaluating Universal Named-Entity Recognition English corpus0
Building astroBERT, a language model for Astronomy & Astrophysics0
Active Curriculum Learning0
A Case Study on the Importance of Named Entities in a Machine Translation Pipeline for Customer Support Content0
Building English-Vietnamese Named Entity Corpus with Aligned Bilingual News Articles0
An End-to-End Solution for Named Entity Recognition in eCommerce Search0
A Feature-based Ensemble Approach to Recognition of Emerging and Rare Named Entities0
BENTO: A Visual Platform for Building Clinical NLP Pipelines Based on CodaLab0
A Crowdsourcing Approach for Annotating Causal Relation Instances in Wikipedia0
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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