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 301350 of 2874 papers

TitleStatusHype
Mutual Reinforcement Effects in Japanese Sentence Classification and Named Entity Recognition Tasks0
Named entity recognition using GPT for identifying comparable companies0
Leveraging Cross-Lingual Transfer Learning in Spoken Named Entity Recognition SystemsCode0
CollabKG: A Learnable Human-Machine-Cooperative Information Extraction Toolkit for (Event) Knowledge Graph ConstructionCode0
Biomedical Language Models are Robust to Sub-optimal TokenizationCode0
DeepTagger: Knowledge Enhanced Named Entity Recognition for Web-Based Ads Queries0
Information Extraction in Domain and Generic Documents: Findings from Heuristic-based and Data-driven Approaches0
Sentence-to-Label Generation Framework for Multi-task Learning of Japanese Sentence Classification and Named Entity RecognitionCode0
Streamlining Social Media Information Retrieval for COVID-19 Research with Deep LearningCode0
Named entity recognition in resumes0
Identifying and Extracting Rare Disease Phenotypes with Large Language ModelsCode0
Natural Language Processing in Electronic Health Records in Relation to Healthcare Decision-making: A Systematic Review0
Improving Code-Switching and Named Entity Recognition in ASR with Speech Editing based Data Augmentation0
Enhancing Low Resource NER Using Assisting Language And Transfer Learning0
PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for FinanceCode2
Multilingual Clinical NER: Translation or Cross-lingual Transfer?0
TKDP: Threefold Knowledge-enriched Deep Prompt Tuning for Few-shot Named Entity RecognitionCode0
Impact of translation on biomedical information extraction from real-life clinical notes0
ACLM: A Selective-Denoising based Generative Data Augmentation Approach for Low-Resource Complex NERCode1
Supplementary Features of BiLSTM for Enhanced Sequence LabelingCode1
Machine Learning Approach for Cancer Entities Association and Classification0
Examining risks of racial biases in NLP tools for child protective services0
A Multilingual Evaluation of NER Robustness to Adversarial Inputs0
Comparing and combining some popular NER approaches on Biomedical tasksCode0
LayoutMask: Enhance Text-Layout Interaction in Multi-modal Pre-training for Document Understanding0
E-NER: Evidential Deep Learning for Trustworthy Named Entity RecognitionCode1
Extrinsic Factors Affecting the Accuracy of Biomedical NER0
ContrastNER: Contrastive-based Prompt Tuning for Few-shot NER0
People and Places of Historical Europe: Bootstrapping Annotation Pipeline and a New Corpus of Named Entities in Late Medieval Texts0
PromptNER: Prompt Locating and Typing for Named Entity RecognitionCode1
PromptNER: Prompting For Named Entity Recognition0
Automated Refugee Case Analysis: An NLP Pipeline for Supporting Legal PractitionersCode0
CoLaDa: A Collaborative Label Denoising Framework for Cross-lingual Named Entity RecognitionCode2
BAND: Biomedical Alert News DatasetCode0
Translation and Fusion Improves Zero-shot Cross-lingual Information ExtractionCode0
Improving Self-training for Cross-lingual Named Entity Recognition with Contrastive and Prototype LearningCode0
DiffusionNER: Boundary Diffusion for Named Entity RecognitionCode1
Partial Annotation Learning for Biomedical Entity Recognition0
Taxonomy Expansion for Named Entity Recognition0
A Confidence-based Partial Label Learning Model for Crowd-Annotated Named Entity RecognitionCode0
CDJUR-BR -- A Golden Collection of Legal Document from Brazilian Justice with Fine-Grained Named Entities0
PromptNER: A Prompting Method for Few-shot Named Entity Recognition via k Nearest Neighbor SearchCode1
Enhancing Few-shot NER with Prompt Ordering based Data Augmentation0
Hierarchical Aligned Multimodal Learning for NER on Tweet Posts0
Gaussian Prior Reinforcement Learning for Nested Named Entity Recognition0
A Novel Dataset Towards Extracting Virus-Host Interactions0
Extracting Complex Named Entities in Legal Documents via Weakly Supervised Object Detection0
PAI at SemEval-2023 Task 2: A Universal System for Named Entity Recognition with External Entity InformationCode0
Are ChatGPT and GPT-4 General-Purpose Solvers for Financial Text Analytics? A Study on Several Typical Tasks0
Attack Named Entity Recognition by Entity Boundary Interference0
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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
4BLSTM-CNN-Char (SparkNLP)F189.13Unverified
5Spark NLPF189.13Unverified
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
8Spark NLPF189.73Unverified
9BLSTM-CNN-Char (SparkNLP)F189.73Unverified
10UniNER-7BF189.34Unverified