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 13011350 of 2874 papers

TitleStatusHype
An Investigation towards Differentially Private Sequence Tagging in a Federated Framework0
Overview of the Sixth Social Media Mining for Health Applications (#SMM4H) Shared Tasks at NAACL 20210
Multi-Grained Knowledge Distillation for Named Entity Recognition0
Reinforced Iterative Knowledge Distillation for Cross-Lingual Named Entity Recognition0
Data Cleaning Tools for Token Classification Tasks0
ULD-NUIG at Social Media Mining for Health Applications (#SMM4H) Shared Task 20210
The Biomaterials Annotator: a system for ontology-based concept annotation of biomaterials textCode0
Assessing multiple word embeddings for named entity recognition of professions and occupations in health-related social media0
GEMNET: Effective Gated Gazetteer Representations for Recognizing Complex Entities in Low-context Input0
Normalization and Back-Transliteration for Code-Switched Data0
Lasige-BioTM at ProfNER: BiLSTM-CRF and contextual Spanish embeddings for Named Entity Recognition and Tweet Binary Classification0
Building Low-Resource NER Models Using Non-Speaker Annotations0
The ProfNER shared task on automatic recognition of occupation mentions in social media: systems, evaluation, guidelines, embeddings and corpora0
Entity Resolution in Open-domain Conversations0
Bangla Natural Language Processing: A Comprehensive Analysis of Classical, Machine Learning, and Deep Learning Based Methods0
Crowdsourcing Learning as Domain Adaptation: A Case Study on Named Entity RecognitionCode0
Weighted Training for Cross-Task LearningCode0
Cisco at SemEval-2021 Task 5: What's Toxic?: Leveraging Transformers for Multiple Toxic Span Extraction from Online CommentsCode0
Neural Entity Recognition with Gazetteer based Fusion0
NukeLM: Pre-Trained and Fine-Tuned Language Models for the Nuclear and Energy Domains0
DaN+: Danish Nested Named Entities and Lexical NormalizationCode0
Boosting Span-based Joint Entity and Relation Extraction via Squence Tagging Mechanism0
Rethinking Boundaries: End-To-End Recognition of Discontinuous Mentions with Pointer NetworksCode0
SINA-BERT: A Pre-Trained Language Model for Analysis of Medical Texts in Persian0
Cross-Domain Contract Element Extraction with a Bi-directional Feedback Clause-Element Relation Network0
Switching Contexts: Transportability Measures for NLPCode0
Applying and Sharing pre-trained BERT-models for Named Entity Recognition and Classification in Swedish Electronic Patient Records0
Knowledge Distillation for Swedish NER models: A Search for Performance and Efficiency0
Multi-Task Learning of Query Intent and Named Entities using Transfer Learning0
Named Entity Recognition and Linking Augmented with Large-Scale Structured Data0
Optimizing small BERTs trained for German NERCode0
Mitigating Temporal-Drift: A Simple Approach to Keep NER Models CrispCode0
BERTić -- The Transformer Language Model for Bosnian, Croatian, Montenegrin and Serbian0
InferNER: an attentive model leveraging the sentence-level information for Named Entity Recognition in Microblogs0
Memorisation versus Generalisation in Pre-trained Language ModelsCode0
BERT based Transformers lead the way in Extraction of Health Information from Social MediaCode0
UIT-E10dot3 at SemEval-2021 Task 5: Toxic Spans Detection with Named Entity Recognition and Question-Answering Approaches0
Regularization for Long Named Entity RecognitionCode0
Zero-Resource Multi-Dialectal Arabic Natural Language Understanding0
UTNLP at SemEval-2021 Task 5: A Comparative Analysis of Toxic Span Detection using Attention-based, Named Entity Recognition, and Ensemble ModelsCode0
Not All Attention Is All You Need0
Semantic Distance: A New Metric for ASR Performance Analysis Towards Spoken Language Understanding0
Effect of depth order on iterative nested named entity recognition models0
Dynamic Graph Transformer for Implicit Tag Recognition0
Dynamic Ensembles in Named Entity Recognition for Historical Arabic Texts0
BERTić - The Transformer Language Model for Bosnian, Croatian, Montenegrin and Serbian0
Benchmarking Pre-trained Language Models for Multilingual NER: TraSpaS at the BSNLP2021 Shared TaskCode0
Memorization vs. Generalization : Quantifying Data Leakage in NLP Performance Evaluation0
Using a Frustratingly Easy Domain and Tagset Adaptation for Creating Slavic Named Entity Recognition SystemsCode0
GEPSA, a tool for monitoring social challenges in digital press0
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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