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 15511600 of 2874 papers

TitleStatusHype
ReverseNER: A Self-Generated Example-Driven Framework for Zero-Shot Named Entity Recognition with Large Language Models0
Revised JNLPBA Corpus: A Revised Version of Biomedical NER Corpus for Relation Extraction Task0
Revisiting Embedding Features for Simple Semi-supervised Learning0
Re-weighting Tokens: A Simple and Effective Active Learning Strategy for Named Entity Recognition0
RexUIE: A Recursive Method with Explicit Schema Instructor for Universal Information Extraction0
RIVA: A Pre-trained Tweet Multimodal Model Based on Text-image Relation for Multimodal NER0
RNN Transducers for Nested Named Entity Recognition with constraints on alignment for long sequences0
Robust Logistic Regression using Shift Parameters (Long Version)0
Robust Logistic Regression using Shift Parameters0
Robust Named Entity Recognition with Truecasing Pretraining0
Robustness to Capitalization Errors in Named Entity Recognition0
Robust Text Classification for Sparsely Labelled Data Using Multi-level Embeddings0
Role-based model for Named Entity Recognition0
Romanian micro-blogging named entity recognition including health-related entities0
融入篇章信息的文学作品命名实体识别(Document-level Literary Named Entity Recognition)0
Ruchi: Rating Individual Food Items in Restaurant Reviews0
Rule-based Coreference Resolution in German Historic Novels0
Rule-based Entity Recognition and Coverage of SNOMED CT in Swedish Clinical Text0
Rule-based Named Entity Extraction For Ontology Population0
RuREBus: a Case Study of Joint Named Entity Recognition and Relation Extraction from e-Government Domain0
S2F-NER: Exploring Sequence-to-Forest Generation for Complex Entity Recognition0
Sanaphor++: Combining Deep Neural Networks with Semantics for Coreference Resolution0
SandboxAQ's submission to MRL 2024 Shared Task on Multi-lingual Multi-task Information Retrieval0
Scalable graph-based individual named entity identification0
SCANNER: Knowledge-Enhanced Approach for Robust Multi-modal Named Entity Recognition of Unseen Entities0
SC-CoMIcs: A Superconductivity Corpus for Materials Informatics0
ScienceExamCER: A High-Density Fine-Grained Science-Domain Corpus for Common Entity Recognition0
Scientific and Technological Text Knowledge Extraction Method of based on Word Mixing and GRU0
Scientific Information Extraction with Semi-supervised Neural Tagging0
SC-LSTM: Learning Task-Specific Representations in Multi-Task Learning for Sequence Labeling0
Scraping the Shadows: Deep Learning Breakthroughs in Dark Web Intelligence0
SCU-MESCLab at ROCLING-2022 Shared Task: Named Entity Recognition Using BERT Classifier0
SCU-NLP at ROCLING 2022 Shared Task: Experiment and Error Analysis of Biomedical Entity Detection Model0
SeemGo: Conditional Random Fields Labeling and Maximum Entropy Classification for Aspect Based Sentiment Analysis0
Segmenting Natural Language Sentences via Lexical Unit Analysis0
Segment-Level Neural Conditional Random Fields for Named Entity Recognition0
Segment-Level Sequence Modeling using Gated Recursive Semi-Markov Conditional Random Fields0
SegMix: A Simple Structure-Aware Data Augmentation Method0
SegMix: A Simple Structure-Aware Data Augmentation Method0
Self-Adaptive Named Entity Recognition by Retrieving Unstructured Knowledge0
Self-attention-based BiGRU and capsule network for named entity recognition0
Self-Attention Gazetteer Embeddings for Named-Entity Recognition0
Self-Training with Differentiable Teacher0
Semantically Smooth Knowledge Graph Embedding0
Semantic Annotation for Improved Safety in Construction Work0
Semantic Distance: A New Metric for ASR Performance Analysis Towards Spoken Language Understanding0
Semantic Parsing in Task-Oriented Dialog with Recursive Insertion-based Encoder0
Semantic role labeling tools for biomedical question answering: a study of selected tools on the BioASQ datasets0
Semantics-Enhanced Task-Oriented Dialogue Translation: A Case Study on Hotel Booking0
Semantics-Preserved Distortion for Personal Privacy Protection in Information Management0
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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