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 19512000 of 2874 papers

TitleStatusHype
Jointly Learning Clinical Entities and Relations with Contextual Language Models and Explicit Context0
Jointly Trained Sequential Labeling and Classification by Sparse Attention Neural Networks0
Joint Mention Extraction and Classification with Mention Hypergraphs0
Joint Named Entity Recognition and Stance Detection in Tweets0
Joint Recognition of Handwritten Text and Named Entities with a Neural End-to-end Model0
Joint Relational Embeddings for Knowledge-based Question Answering0
Joint Speech Translation and Named Entity Recognition0
Joint Unsupervised Learning of Semantic Representation of Words and Roles in Dependency Trees0
Joint Word Alignment and Bilingual Named Entity Recognition Using Dual Decomposition0
JRC-Names: A freely available, highly multilingual named entity resource0
JRC TMA-CC: Slavic Named Entity Recognition and Linking. Participation in the BSNLP-2019 shared task0
KALA: Knowledge-Augmented Language Model Adaptation0
“Kanglish alli names!” Named Entity Recognition for Kannada-English Code-Mixed Social Media Data0
Kannada named entity recognition and classification (nerc) based on multinomial naïve bayes (mnb) classifier0
KARL-Trans-NER: Knowledge Aware Representation Learning for Named Entity Recognition using Transformers0
KBSET -- Knowledge-Based Support for Scholarly Editing and Text Processing with Declarative LaTeX Markup and a Core Written in SWI-Prolog0
KDDIE at SemEval-2022 Task 11: Using DeBERTa for Named Entity Recognition0
Key2Vec: Automatic Ranked Keyphrase Extraction from Scientific Articles using Phrase Embeddings0
Key Event Detection in Video using ASR and Visual Data0
KeyXtract Twitter Model - An Essential Keywords Extraction Model for Twitter Designed using NLP Tools0
KFU NLP Team at SMM4H 2019 Tasks: Want to Extract Adverse Drugs Reactions from Tweets? BERT to The Rescue0
KinyaBERT: a Morphology-aware Kinyarwanda Language Model0
Kleister: A novel task for Information Extraction involving Long Documents with Complex Layout0
KnowDA: All-in-One Knowledge Mixture Model for Data Augmentation in Low-Resource NLP0
Knowledge Acquisition on Mass-shooting Events via LLMs for AI-Driven Justice0
Knowledge-Based Biomedical Word Sense Disambiguation with Neural Concept Embeddings0
Knowledge Distillation for Swedish NER models: A Search for Performance and Efficiency0
Knowledge Distillation Transfer Sets and their Impact on Downstream NLU Tasks0
Knowledge extraction from aeronautical messages (NOTAMs) with self-supervised language models for aircraft pilots0
Knowledge Guided Named Entity Recognition for BioMedical Text0
KnowledgeHub: An end-to-end Tool for Assisted Scientific Discovery0
KnowNER: Incremental Multilingual Knowledge in Named Entity Recognition0
KoGNER: A Novel Framework for Knowledge Graph Distillation on Biomedical Named Entity Recognition0
KOI at SemEval-2018 Task 5: Building Knowledge Graph of Incidents0
KORE 50\^DYWC: An Evaluation Data Set for Entity Linking Based on DBpedia, YAGO, Wikidata, and Crunchbase0
Korean Bio-Medical Corpus (KBMC) for Medical Named Entity Recognition0
KPI-BERT: A Joint Named Entity Recognition and Relation Extraction Model for Financial Reports0
KPWr: Towards a Free Corpus of Polish0
KU-CST at CoNLL--SIGMORPHON 2018 Shared Task: a Tridirectional Model0
L3Cube-HindBERT and DevBERT: Pre-Trained BERT Transformer models for Devanagari based Hindi and Marathi Languages0
L3Cube-MahaCorpus and MahaBERT: Marathi Monolingual Corpus, Marathi BERT Language Models, and Resources0
L3Cube-MahaNER: A Marathi Named Entity Recognition Dataset and BERT models0
L3Cube-MahaNLP: Marathi Natural Language Processing Datasets, Models, and Library0
L3Cube-MahaSocialNER: A Social Media based Marathi NER Dataset and BERT models0
L3i at SemEval-2022 Task 11: Straightforward Additional Context for Multilingual Named Entity Recognition0
LABDA at SemEval-2017 Task 10: Extracting Keyphrases from Scientific Publications by combining the BANNER tool and the UMLS Semantic Network0
Label-aware Double Transfer Learning for Cross-Specialty Medical Named Entity Recognition0
Label Embedding for Zero-shot Fine-grained Named Entity Typing0
LAMNER: Code Comment Generation Using Character Language Model and Named Entity Recognition0
Language adaptation experiments via cross-lingual embeddings for related languages0
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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