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 601650 of 2874 papers

TitleStatusHype
Analyzing Regional Impacts of Climate Change using Natural Language Processing Techniques0
AaltoNLP at SemEval-2022 Task 11: Ensembling Task-adaptive Pretrained Transformers for Multilingual Complex NER0
CRF-based Named Entity Recognition @ICON 20130
Cross-domain Named Entity Recognition via Graph Matching0
Cross-Lingual IPA Contrastive Learning for Zero-Shot NER0
Curating Grounded Synthetic Data with Global Perspectives for Equitable AI0
Decomposing Bilexical Dependencies into Semantic and Syntactic Vectors0
Augmenting Named Entity Recognition with Commonsense Knowledge0
Augmented Natural Language for Generative Sequence Labeling0
Analyzing Impact, Trend, and Diffusion of Knowledge associated with Neoplasms Research0
Audio De-identification - a New Entity Recognition Task0
Audio De-identification: A New Entity Recognition Task0
Analyzing English-Spanish Named-Entity enhanced Machine Translation0
A Domain and Language Independent Named Entity Classification Approach Based on Profiles and Local Information0
AUC Maximization for Low-Resource Named Entity Recognition0
A Two-Step Named Entity Recognizer for Open-Domain Search Queries0
A Comprehensive Study of Gender Bias in Chemical Named Entity Recognition Models0
A two-step approach to leverage contextual data: speech recognition in air-traffic communications0
A Domain Adaptation Regularization for Denoising Autoencoders0
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
A Twitter Corpus and Benchmark Resources for German Sentiment Analysis0
Analysis of Named Entity Recognition and Linking for Tweets0
A Comprehensive Analysis of Acknowledgement Texts in Web of Science: a case study on four scientific domains0
A TV Program Discovery Dialog System using recommendations0
Attribute Value Generation from Product Title using Language Models0
CPE-Identifier: Automated CPE identification and CVE summaries annotation with Deep Learning and NLP0
Attribute based Chinese Named Entity Recognition and Disambiguation0
Analysing recall loss in named entity slot filling0
A disambiguation resource extracted from Wikipedia for semantic annotation0
Attention-based BLSTM-CRF Architecture for Mongolian Named Entity Recognition0
Attending to Characters in Neural Sequence Labeling Models0
An Adaptive Framework for Named Entity Combination0
A Broad-coverage Corpus for Finnish Named Entity Recognition0
Creating a Dataset for Named Entity Recognition in the Archaeology Domain0
Creating and Validating Multilingual Semantic Representations for Six Languages: Expert versus Non-Expert Crowds0
Attack Named Entity Recognition by Entity Boundary Interference0
AttackER: Towards Enhancing Cyber-Attack Attribution with a Named Entity Recognition Dataset0
A dictionary- and rule-based system for identification of bacteria and habitats in text0
基於已知名稱搜尋結果的網路實體辨識模型建立工具(A Tool for Web NER Model Generation Using Search Snippets of Known Entities) [In Chinese]0
A Multi-Task Learning Framework for Extracting Drugs and Their Interactions from Drug Labels0
A Brief History of Named Entity Recognition0
A Multi-task Learning Approach to Adapting Bilingual Word Embeddings for Cross-lingual Named Entity Recognition0
A temporal expression recognition system for medical documents by0
A Compositional Interpretation of Biomedical Event Factuality0
A Syllable-based Technique for Word Embeddings of Korean Words0
A Multi-task Learning Approach for Named Entity Recognition using Local Detection0
Coupling Knowledge-Based and Data-Driven Systems for Named Entity Recognition0
COVID-19: A Semantic-Based Pipeline for Recommending Biomedical Entities0
A Few-Shot Learning Focused Survey on Recent Named Entity Recognition and Relation Classification Methods0
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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