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 10511100 of 2874 papers

TitleStatusHype
Extracting Semantics from Maintenance Records0
An Intelligent Recommendation-cum-Reminder System0
Lights, Camera, Action! A Framework to Improve NLP Accuracy over OCR documentsCode1
With One Voice: Composing a Travel Voice Assistant from Re-purposed Models0
An Empirical Study of UMLS Concept Extraction from Clinical Notes using Boolean Combination Ensembles0
Preserving Cross-Linguality of Pre-trained Models via Continual Learning0
Active Curriculum Learning0
Named Entity Recognition via Noise Aware Training Mechanism with Data Filter0
Toward Fully Exploiting Heterogeneous Corpus:A Decoupled Named Entity Recognition Model with Two-stage Training0
A Multi-Task Approach for Improving Biomedical Named Entity Recognition by Incorporating Multi-Granularity informationCode0
Constrained Labeled Data Generation for Low-Resource Named Entity Recognition0
Named Entity Recognition through Deep Representation Learning and Weak Supervision0
The Utility and Interplay of Gazetteers and Entity Segmentation for Named Entity Recognition in English0
基于多任务标签一致性机制的中文命名实体识别(Chinese Named Entity Recognition based on Multi-task Label Consistency Mechanism)0
Morphological Analysis Corpus Construction of Uyghur0
融入篇章信息的文学作品命名实体识别(Document-level Literary Named Entity Recognition)0
Improving Low-Resource Named Entity Recognition via Label-Aware Data Augmentation and Curriculum Denoising0
Meta-Learning for Few-Shot Named Entity Recognition0
Attribute Value Generation from Product Title using Language Models0
Enhancing Entity Boundary Detection for Better Chinese Named Entity RecognitionCode1
Modularized Interaction Network for Named Entity Recognition0
A Neural Transition-based Joint Model for Disease Named Entity Recognition and Normalization0
Leveraging Type Descriptions for Zero-shot Named Entity Recognition and Classification0
QASR: QCRI Aljazeera Speech Resource A Large Scale Annotated Arabic Speech Corpus0
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and NormalizationCode1
Improving Model Generalization: A Chinese Named Entity Recognition Case Study0
MulDA: A Multilingual Data Augmentation Framework for Low-Resource Cross-Lingual NER0
Nested Named Entity Recognition via Explicitly Excluding the Influence of the Best PathCode0
CogIE: An Information Extraction Toolkit for Bridging Texts and CogNetCode1
A Large-Scale Chinese Multimodal NER Dataset with Speech CluesCode1
Subsequence Based Deep Active Learning for Named Entity Recognition0
TexSmart: A System for Enhanced Natural Language Understanding0
Explicitly Capturing Relations between Entity Mentions via Graph Neural Networks for Domain-specific Named Entity RecognitionCode0
An automated domain-independent text reading, interpreting and extracting approach for reviewing the scientific literature0
SeqScore: Addressing Barriers to Reproducible Named Entity Recognition EvaluationCode1
Stress Test Evaluation of Biomedical Word EmbeddingsCode0
Context-aware Adversarial Training for Name Regularity Bias in Named Entity Recognition0
Target-Oriented Fine-tuning for Zero-Resource Named Entity RecognitionCode1
BoningKnife: Joint Entity Mention Detection and Typing for Nested NER via prior Boundary Knowledge0
Are Multilingual Models the Best Choice for Moderately Under-resourced Languages? A Comprehensive Assessment for Catalan0
Linking Health News to Research LiteratureCode0
DaCy: A Unified Framework for Danish NLP0
MECT: Multi-Metadata Embedding based Cross-Transformer for Chinese Named Entity RecognitionCode1
PatentMiner: Patent Vacancy Mining via Context-enhanced and Knowledge-guided Graph Attention0
Benchmarking for Biomedical Natural Language Processing Tasks with a Domain Specific ALBERTCode1
MedGPT: Medical Concept Prediction from Clinical Narratives0
Injecting Knowledge Base Information into End-to-End Joint Entity and Relation Extraction and Coreference ResolutionCode1
Data Centric Domain Adaptation for Historical Text with OCR ErrorsCode0
Cross-Lingual Named Entity Recognition via FastAlign: a Case Study0
SmarTerp: A CAI System to Support Simultaneous Interpreters in Real-Time0
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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