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 22512300 of 2874 papers

TitleStatusHype
Book Review: Biomedical Natural Language Processing by Kevin Bretonnel Cohen and Dina Demner-Fushman0
A Tidy Data Model for Natural Language Processing using cleanNLPCode0
Transfer Learning for Sequence Tagging with Hierarchical Recurrent NetworksCode1
Automatically Annotated Turkish Corpus for Named Entity Recognition and Text Categorization using Large-Scale Gazetteers0
Fast and Accurate Entity Recognition with Iterated Dilated ConvolutionsCode1
Robust Multilingual Named Entity Recognition with Shallow Semi-Supervised FeaturesCode0
Decoding with Finite-State Transducers on GPUs0
Generalisation in Named Entity Recognition: A Quantitative Analysis0
Graph Convolutional Networks for Named Entity RecognitionCode0
Sparse Coding of Neural Word Embeddings for Multilingual Sequence Labeling0
PAMPO: using pattern matching and pos-tagging for effective Named Entities recognition in PortugueseCode0
Sparse Coding of Neural Word Embeddings for Multilingual Sequence Labeling0
A natural language interface to a graph-based bibliographic information retrieval system0
N-ary Biographical Relation Extraction using Shortest Path Dependencies0
NER for Medical Entities in Twitter using Sequence to Sequence Neural Networks0
Syndromic Surveillance using Generic Medical Entities on Twitter0
PersoNER: Persian Named-Entity RecognitionCode0
A Unified Architecture for Semantic Role Labeling and Relation Classification0
Bitext Name Tagging for Cross-lingual Entity Annotation Projection0
Broad Twitter Corpus: A Diverse Named Entity Recognition Resource0
CharNER: Character-Level Named Entity RecognitionCode0
Chinese Hypernym-Hyponym Extraction from User Generated Categories0
Extracting Spatial Entities and Relations in Korean Text0
HistoryComparator: Interactive Across-Time Comparison in Document Archives0
Illinois Cross-Lingual Wikifier: Grounding Entities in Many Languages to the English Wikipedia0
Label Embedding for Zero-shot Fine-grained Named Entity Typing0
Leveraging Multilingual Training for Limited Resource Event Extraction0
Mongolian Named Entity Recognition System with Rich Features0
Named Entity Recognition for Linguistic Rapid Response in Low-Resource Languages: Sorani Kurdish and Tajik0
Natural Language Generation through Character-based RNNs with Finite-state Prior Knowledge0
Reddit Temporal N-gram Corpus and its Applications on Paraphrase and Semantic Similarity in Social Media using a Topic-based Latent Semantic Analysis0
Robust Text Classification for Sparsely Labelled Data Using Multi-level Embeddings0
Entity-Supported Summarization of Biomedical Abstracts0
Using Wikipedia and Semantic Resources to Find Answer Types and Appropriate Answer Candidate Sets in Question Answering0
Extending AIDA framework by incorporating coreference resolution on detected mentions and pruning based on popularity of an entity0
Providing and Analyzing NLP Terms for our Community0
Towards Deep Learning in Hindi NER: An approach to tackle the Labelled Data Sparsity0
Analyzing Impact, Trend, and Diffusion of Knowledge associated with Neoplasms Research0
A Dataset for ICD-10 Coding of Death Certificates: Creation and Usage0
Named Entity Recognition in Swedish Health Records with Character-Based Deep Bidirectional LSTMsCode0
Recurrent Neural Network with Word Embedding for Complaint Classification0
A Recurrent Neural Network Architecture for De-identifying Clinical Records0
Negation Detection in Clinical Reports Written in German0
Chinese Grammatical Error Diagnosis with Long Short-Term Memory Networks0
Biomolecular Event Extraction using a Stacked Generalization based Classifier0
BioDCA Identifier: A System for Automatic Identification of Discourse Connective and Arguments from Biomedical Text0
Learning Orthographic Features in Bi-directional LSTM for Biomedical Named Entity Recognition0
A Corpus of Tables in Full-Text Biomedical Research Publications0
Evaluating Ensemble Based Pre-annotation on Named Entity Corpus Construction in English and Chinese0
The impact of simple feature engineering in multilingual medical NER0
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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