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 801850 of 2874 papers

TitleStatusHype
Pretrained Domain-Specific Language Model for General Information Retrieval Tasks in the AEC DomainCode1
InstructionNER: A Multi-Task Instruction-Based Generative Framework for Few-shot NERCode1
USTC-NELSLIP at SemEval-2022 Task 11: Gazetteer-Adapted Integration Network for Multilingual Complex Named Entity RecognitionCode1
Distantly Supervised Named Entity Recognition via Confidence-Based Multi-Class Positive and Unlabeled LearningCode1
QaNER: Prompting Question Answering Models for Few-shot Named Entity RecognitionCode1
DAMO-NLP at SemEval-2022 Task 11: A Knowledge-based System for Multilingual Named Entity RecognitionCode1
ParaNames: A Massively Multilingual Entity Name CorpusCode1
Deep neural networks for fine-grained surveillance of overdose mortality0
DataMUX: Data Multiplexing for Neural NetworksCode1
AISHELL-NER: Named Entity Recognition from Chinese SpeechCode1
Towards Effective Multi-Task Interaction for Entity-Relation Extraction: A Unified Framework with Selection Recurrent Network0
LMN at SemEval-2022 Task 11: A Transformer-based System for English Named Entity Recognition0
RNN Transducers for Nested Named Entity Recognition with constraints on alignment for long sequences0
A two-step approach to leverage contextual data: speech recognition in air-traffic communications0
Adaptive Fine-Tuning of Transformer-Based Language Models for Named Entity RecognitionCode1
L3Cube-MahaCorpus and MahaBERT: Marathi Monolingual Corpus, Marathi BERT Language Models, and Resources0
Does Transliteration Help Multilingual Language Modeling?Code0
A Simple Information-Based Approach to Unsupervised Domain-Adaptive Aspect-Based Sentiment AnalysisCode0
Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequencesCode1
Distantly supervised end-to-end medical entity extraction from electronic health records with human-level quality0
Razmecheno: Named Entity Recognition from Digital Archive of Diaries "Prozhito"0
BTPK-based interpretable method for NER tasks based on Talmudic Public Announcement Logic0
Legal Entity Extraction using a Pointer Generator Network0
Annotating the Tweebank Corpus on Named Entity Recognition and Building NLP Models for Social Media AnalysisCode1
RuMedBench: A Russian Medical Language Understanding BenchmarkCode1
An Empirical Study of Representation, Training and Decoding for Span-based Named Entity Recognition0
Template-free Prompt Tuning for Few-shot NER0
Surprisingly Simple Adapter Ensembling for Zero-Shot Cross-Lingual Sequence Tagging0
Fine-grained Location Extraction via Curriculum Learning0
DISARM: Detecting the Victims Targeted by Harmful Memes0
Unsupervised Full Constituency Parsing with Neighboring Distribution Divergence0
Seq-GAN-BERT:Sequence Generative Adversarial Learning for Low-resource Name Entity Recognition0
When More is not Necessary Better: Multilingual Auxiliary Tasks for Zero-Shot Cross-Lingual Transfer of Hate Speech Detection Models0
ITA: Image-Text Alignments for Multi-Modal Named Entity Recognition0
VEE-BERT: Accelerating BERT Inference for Named Entity Recognition via Vote Early Exiting0
EiCi: A New Method of Dynamic Embedding Incorporating Contextual Information in Chinese NER0
Sentence-Level Resampling for Named Entity Recognition0
Generate it. A simple method for End-to-End Relation Extraction0
Causal Distillation for Language Models0
Breaking Character: Are Subwords Good Enough for MRLs After All?0
An end to end approach for brand recognition in product titles with BI-LSTM-CRFCode1
A Warm Start and a Clean Crawled Corpus -- A Recipe for Good Language Models0
DeepKE: A Deep Learning Based Knowledge Extraction Toolkit for Knowledge Base Population0
BERN2: an advanced neural biomedical named entity recognition and normalization toolCode2
Monitoring Energy Trends through Automatic Information Extraction0
Comparison of biomedical relationship extraction methods and models for knowledge graph creation0
Mining Adverse Drug Reactions from Unstructured Mediums at Scale0
Semantics-Preserved Distortion for Personal Privacy Protection in Information Management0
A Deep Learning Approach to Integrate Human-Level Understanding in a Chatbot0
KIND: an Italian Multi-Domain Dataset for Named Entity RecognitionCode1
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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