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
Multi-word Entity Classification in a Highly Multilingual Environment0
Building Lexical Vector Representations from Concept Definitions0
Book Review: Biomedical Natural Language Processing by Kevin Bretonnel Cohen and Dina Demner-Fushman0
TWINE: A real-time system for TWeet analysis via INformation Extraction0
Toward Pan-Slavic NLP: Some Experiments with Language Adaptation0
Arabic POS Tagging: Don't Abandon Feature Engineering Just Yet0
Reconstructing the house from the ad: Structured prediction on real estate classifiedsCode0
Named Entity Recognition in the Medical Domain with Constrained CRF Models0
Creating and Validating Multilingual Semantic Representations for Six Languages: Expert versus Non-Expert Crowds0
An Extensive Empirical Evaluation of Character-Based Morphological Tagging for 14 Languages0
A Tidy Data Model for Natural Language Processing using cleanNLPCode0
Automatically Annotated Turkish Corpus for Named Entity Recognition and Text Categorization using Large-Scale Gazetteers0
Robust Multilingual Named Entity Recognition with Shallow Semi-Supervised FeaturesCode0
Generalisation in Named Entity Recognition: A Quantitative Analysis0
Decoding with Finite-State Transducers on GPUs0
Sparse Coding of Neural Word Embeddings for Multilingual Sequence Labeling0
Graph Convolutional Networks for Named Entity RecognitionCode0
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
PersoNER: Persian Named-Entity RecognitionCode0
A Corpus of Tables in Full-Text Biomedical Research Publications0
A Dataset for ICD-10 Coding of Death Certificates: Creation and Usage0
A fine-grained corpus annotation schema of German nephrology records0
Analyzing Impact, Trend, and Diffusion of Knowledge associated with Neoplasms Research0
A Recurrent Neural Network Architecture for De-identifying Clinical Records0
ASU: An Experimental Study on Applying Deep Learning in Twitter Named Entity Recognition.0
A Unified Architecture for Semantic Role Labeling and Relation Classification0
Bidirectional LSTM for Named Entity Recognition in Twitter Messages0
BioDCA Identifier: A System for Automatic Identification of Discourse Connective and Arguments from Biomedical Text0
Biomolecular Event Extraction using a Stacked Generalization based Classifier0
Bitext Name Tagging for Cross-lingual Entity Annotation Projection0
Broad Twitter Corpus: A Diverse Named Entity Recognition Resource0
Challenges and Solutions for Latin Named Entity Recognition0
Character-Aware Neural Networks for Arabic Named Entity Recognition for Social Media0
CharNER: Character-Level Named Entity RecognitionCode0
Chinese Grammatical Error Diagnosis with Long Short-Term Memory Networks0
Chinese Hypernym-Hyponym Extraction from User Generated Categories0
Deep Learning Architecture for Patient Data De-identification in Clinical Records0
DeepNNNER: Applying BLSTM-CNNs and Extended Lexicons to Named Entity Recognition in Tweets0
Domain Adaptation for Named Entity Recognition in Online Media with Word Embeddings0
Entity-Supported Summarization of Biomedical Abstracts0
Evaluating Ensemble Based Pre-annotation on Named Entity Corpus Construction in English and Chinese0
Extending AIDA framework by incorporating coreference resolution on detected mentions and pruning based on popularity of an entity0
Extracting Spatial Entities and Relations in Korean Text0
Feature-Rich Twitter Named Entity Recognition and Classification0
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
Learning Orthographic Features in Bi-directional LSTM for Biomedical Named Entity Recognition0
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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