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 11011150 of 2874 papers

TitleStatusHype
A Comparison between Named Entity Recognition Models in the Biomedical DomainCode0
Improving Named Entity Recognition in Spoken Dialog Systems by Context and Speech Pattern Modeling0
Cross-lingual alignments of ELMo contextual embeddings0
ChineseBERT: Chinese Pretraining Enhanced by Glyph and Pinyin InformationCode1
A Simple and Efficient Probabilistic Language model for Code-Mixed Text0
Learning from Miscellaneous Other-Class Words for Few-shot Named Entity RecognitionCode0
A Span-Based Model for Joint Overlapped and Discontinuous Named Entity RecognitionCode1
Analyzing Research Trends in Inorganic Materials Literature Using NLPCode0
QASR: QCRI Aljazeera Speech Resource -- A Large Scale Annotated Arabic Speech Corpus0
Where are we in semantic concept extraction for Spoken Language Understanding?0
Clinical Named Entity Recognition using Contextualized Token Representations0
Structured in Space, Randomized in Time: Leveraging Dropout in RNNs for Efficient Training0
Denoising Distantly Supervised Named Entity Recognition via a Hypergeometric Probabilistic ModelCode0
De-biasing Distantly Supervised Named Entity Recognition via Causal InterventionCode1
Specializing Multilingual Language Models: An Empirical StudyCode0
Named Entity Recognition with Small Strongly Labeled and Large Weakly Labeled DataCode1
Question Answering Infused Pre-training of General-Purpose Contextualized RepresentationsCode1
CBLUE: A Chinese Biomedical Language Understanding Evaluation BenchmarkCode1
Can BERT Dig It? -- Named Entity Recognition for Information Retrieval in the Archaeology Domain0
EPICURE Ensemble Pretrained Models for Extracting Cancer Mutations from Literature0
Neural Text Classification and Stacked Heterogeneous Embeddings for Named Entity Recognition in SMM4H 20210
CogAlign: Learning to Align Textual Neural Representations to Cognitive Language Processing SignalsCode0
Neural Supervised Domain Adaptation by Augmenting Pre-trained Models with Random Units0
Classification of Contract-Amendment Relationships0
Surveillance of COVID-19 Pandemic using Social Media: A Reddit Study in North Carolina0
Dutch Named Entity Recognition and De-identification Methods for the Human Resource Domain0
AdvPicker: Effectively Leveraging Unlabeled Data via Adversarial Discriminator for Cross-Lingual NERCode0
Template-Based Named Entity Recognition Using BARTCode1
Syntax-augmented Multilingual BERT for Cross-lingual TransferCode1
Multilingual Medical Question Answering and Information Retrieval for Rural Health Intelligence Access0
A Unified Generative Framework for Various NER SubtasksCode1
Exploiting Global Contextual Information for Document-level Named Entity Recognition0
BLAR: Biomedical Local Acronym Resolver0
Data Cleaning Tools for Token Classification Tasks0
Building Low-Resource NER Models Using Non-Speaker Annotations0
An Investigation towards Differentially Private Sequence Tagging in a Federated Framework0
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
The ProfNER shared task on automatic recognition of occupation mentions in social media: systems, evaluation, guidelines, embeddings and corpora0
Overview of the Sixth Social Media Mining for Health Applications (#SMM4H) Shared Tasks at NAACL 20210
Assessing multiple word embeddings for named entity recognition of professions and occupations in health-related social media0
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
Multi-Grained Knowledge Distillation for Named Entity Recognition0
Entity Resolution in Open-domain Conversations0
GEMNET: Effective Gated Gazetteer Representations for Recognizing Complex Entities in Low-context Input0
SpanNER: Named Entity Re-/Recognition as Span PredictionCode1
Discontinuous Named Entity Recognition as Maximal Clique DiscoveryCode1
Reinforced Iterative Knowledge Distillation for Cross-Lingual Named Entity Recognition0
Crowdsourcing Learning as Domain Adaptation: A Case Study on 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
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