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 12511300 of 2874 papers

TitleStatusHype
CSECU-DSG at SemEval-2022 Task 11: Identifying the Multilingual Complex Named Entity in Text Using Stacked Embeddings and Transformer based Approach0
Augmenting NER Datasets with LLMs: Towards Automated and Refined Annotation0
Analyzing Regional Impacts of Climate Change using Natural Language Processing Techniques0
A Dual-Attention Network for Joint Named Entity Recognition and Sentence Classification of Adverse Drug Events0
A Concrete Chinese NLP Pipeline0
Abstractive Text Summarization: Enhancing Sequence-to-Sequence Models Using Word Sense Disambiguation and Semantic Content Generalization0
AaltoNLP at SemEval-2022 Task 11: Ensembling Task-adaptive Pretrained Transformers for Multilingual Complex NER0
Biomedical Named Entity Recognition via Reference-Set Augmented Bootstrapping0
CrowNER at Rocling 2022 Shared Task: NER using MacBERT and Adversarial Training0
Augmenting Named Entity Recognition with Commonsense Knowledge0
Crowdsourcing and annotating NER for Twitter \#drift0
Augmented Natural Language for Generative Sequence Labeling0
Analyzing Impact, Trend, and Diffusion of Knowledge associated with Neoplasms Research0
Cross Script Hindi English NER Corpus from Wikipedia0
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
Cross-lingual Transfer of Named Entity Recognizers without Parallel Corpora0
AUC Maximization for Low-Resource Named Entity Recognition0
Cross-Lingual Transfer Learning for POS Tagging without Cross-Lingual Resources0
Cross-lingual Transfer Learning for Japanese Named Entity Recognition0
A Two-Step Named Entity Recognizer for Open-Domain Search Queries0
Cross-lingual projection for class-based language models0
Cross-Lingual Part-of-Speech Tagging through Ambiguous Learning0
Cross-Lingual News Event Correlation for Stock Market Trend Prediction0
Cross-Lingual Named Entity Recognition via FastAlign: a Case Study0
A two-step approach to leverage contextual data: speech recognition in air-traffic communications0
A Domain Adaptation Regularization for Denoising Autoencoders0
A Comprehensive Study of Gender Bias in Chemical Named Entity Recognition Models0
Cross-Lingual Named Entity Recognition via Wikification0
Cross-Lingual Named Entity Recognition Using Parallel Corpus: A New Approach Using XLM-RoBERTa Alignment0
Cross-Lingual IPA Contrastive Learning for Zero-Shot NER0
Cross-Lingual Image Caption Generation0
A Twitter Corpus and Benchmark Resources for German Sentiment Analysis0
Cross-Lingual Discriminative Learning of Sequence Models with Posterior Regularization0
Cross-lingual alignment transfer: a chicken-and-egg story?0
A TV Program Discovery Dialog System using recommendations0
Cross-lingual alignments of ELMo contextual embeddings0
Cross-Lingual Ability of Multilingual BERT: An Empirical Study0
Attribute Value Generation from Product Title using Language Models0
Analysis of Named Entity Recognition and Linking for Tweets0
Cross-domain Named Entity Recognition via Graph Matching0
Attribute based Chinese Named Entity Recognition and Disambiguation0
Cross-Domain Contract Element Extraction with a Bi-directional Feedback Clause-Element Relation Network0
Cross-Clinic De-Identification of Swedish Electronic Health Records: Nuances and Caveats0
Analysing recall loss in named entity slot filling0
CroAno : A Crowd Annotation Platform for Improving Label Consistency of Chinese NER Dataset0
Attention-based BLSTM-CRF Architecture for Mongolian Named Entity Recognition0
Crime event localization and deduplication0
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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