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 24012450 of 2874 papers

TitleStatusHype
Context-Sensitive Recognition for Emerging and Rare Entities0
Contextual Characters with Segmentation Representation for Named Entity Recognition in Chinese0
Contextualization and Generalization in Entity and Relation Extraction0
Contextualized French Language Models for Biomedical Named Entity Recognition0
Contextualized Word Representations from Distant Supervision with and for NER0
Contextual Text Embeddings for Twi0
ContrastNER: Contrastive-based Prompt Tuning for Few-shot NER0
Controlled Data Generation via Insertion Operations for NLU0
Cookpad Parsed Corpus: Linguistic Annotations of Japanese Recipes0
CopyNext: Explicit Span Copying and Alignment in Sequence to Sequence Models0
Coreference Resolution for Latvian0
Coreference Resolution in FreeLing 4.00
CorefUD 1.0: Coreference Meets Universal Dependencies0
Corpus Creation and Analysis for Named Entity Recognition in Telugu-English Code-Mixed Social Media Data0
Corpus Creation and Language Identification in Low-Resource Code-Mixed Telugu-English Text0
Cost-Quality Adaptive Active Learning for Chinese Clinical Named Entity Recognition0
Counterfactual Thinking for Long-tailed Information Extraction0
Coupling Knowledge-Based and Data-Driven Systems for Named Entity Recognition0
COVID-19: A Semantic-Based Pipeline for Recommending Biomedical Entities0
CPE-Identifier: Automated CPE identification and CVE summaries annotation with Deep Learning and NLP0
Creating a Dataset for Named Entity Recognition in the Archaeology Domain0
Creating a Gold Standard Corpus for the Extraction of Chemistry-Disease Relations from Patent Texts0
Creating and Curating a Cross-Language Person-Entity Linking Collection0
Creating and Validating Multilingual Semantic Representations for Six Languages: Expert versus Non-Expert Crowds0
Creation of an Annotated Corpus of Spanish Radiology Reports0
Creation of Corpus and Analysis in Code-Mixed Kannada-English Social Media Data for POS Tagging0
CRENER: A Character Relation Enhanced Chinese NER Model0
CRF-based Named Entity Recognition @ICON 20130
Crime event localization and deduplication0
CroAno : A Crowd Annotation Platform for Improving Label Consistency of Chinese NER Dataset0
Cross-Clinic De-Identification of Swedish Electronic Health Records: Nuances and Caveats0
Cross-Domain Contract Element Extraction with a Bi-directional Feedback Clause-Element Relation Network0
Cross-domain Named Entity Recognition via Graph Matching0
Cross-Lingual Ability of Multilingual BERT: An Empirical Study0
Cross-lingual alignments of ELMo contextual embeddings0
Cross-lingual alignment transfer: a chicken-and-egg story?0
Cross-Lingual Discriminative Learning of Sequence Models with Posterior Regularization0
Cross-Lingual Image Caption Generation0
Cross-Lingual IPA Contrastive Learning for Zero-Shot NER0
Cross-Lingual Named Entity Recognition Using Parallel Corpus: A New Approach Using XLM-RoBERTa Alignment0
Cross-Lingual Named Entity Recognition via Wikification0
Cross-Lingual Named Entity Recognition via FastAlign: a Case Study0
Cross-Lingual News Event Correlation for Stock Market Trend Prediction0
Cross-Lingual Part-of-Speech Tagging through Ambiguous Learning0
Cross-lingual projection for class-based language models0
Cross-lingual Transfer Learning for Japanese Named Entity Recognition0
Cross-Lingual Transfer Learning for POS Tagging without Cross-Lingual Resources0
Cross-lingual Transfer of Named Entity Recognizers without Parallel Corpora0
Cross Script Hindi English NER Corpus from Wikipedia0
Crowdsourcing and annotating NER for Twitter \#drift0
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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