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 28012850 of 2874 papers

TitleStatusHype
Iterative Viterbi A* Algorithm for K-Best Sequential Decoding0
Structured Named Entities in two distinct press corpora: Contemporary Broadcast News and Old Newspapers0
Multilingual Named Entity Recognition using Parallel Data and Metadata from Wikipedia0
Subgroup Detector: A System for Detecting Subgroups in Online Discussions0
Improving NLP through Marginalization of Hidden Syntactic Structure0
Accurate Unsupervised Joint Named-Entity Extraction from Unaligned Parallel Text0
Illinois-Coref: The UI System in the CoNLL-2012 Shared Task0
EAGER: Extending Automatically Gazetteers for Entity Recognition0
Towards Building a Multilingual Semantic Network: Identifying Interlingual Links in Wikipedia0
Monte Carlo MCMC: Efficient Inference by Approximate Sampling0
Deep Learning for NLP (without Magic)0
No Noun Phrase Left Behind: Detecting and Typing Unlinkable Entities0
Character-Level Machine Translation Evaluation for Languages with Ambiguous Word Boundaries0
CELI: An Experiment with Cross Language Textual Entailment0
Building Trainable Taggers in a Web-based, UIMA-Supported NLP Workbench0
UMCC\_DLSI: Multidimensional Lexical-Semantic Textual Similarity0
Automatically generated NE tagged corpora for English and Hungarian0
QuickView: NLP-based Tweet Search0
A Cost Sensitive Part-of-Speech Tagging: Differentiating Serious Errors from Minor Errors0
Rep\'erage des entit\'es nomm\'ees pour l'arabe : adaptation non-supervis\'ee et combinaison de syst\`emes (Named Entity Recognition for Arabic : Unsupervised adaptation and Systems combination) [in French]0
Automatic Animacy Classification0
A Hybrid Stepwise Approach for De-identifying Person Names in Clinical Documents0
Active Learning for Coreference Resolution0
Active Learning for Coreference Resolution0
Apples to Oranges: Evaluating Image Annotations from Natural Language Processing Systems0
Identifying Comparable Corpora Using LDA0
Adaptation d'un syst\`eme de reconnaissance d'entit\'es nomm\'ees pour le fran \`a l'anglais \`a moindre co\^ut (Adapting a French Named Entity Recognition System to English with Minimal Costs) [in French]0
Finding the Right Supervisor: Expert-Finding in a University Domain0
The Intelius Nickname Collection: Quantitative Analyses from Billions of Public Records0
Automatic Approaches for Gene-Drug Interaction Extraction from Biomedical Text: Corpus and Comparative Evaluation0
Monte Carlo MCMC: Efficient Inference by Sampling Factors0
Bootstrapping Biomedical Ontologies for Scientific Text using NELL0
Nudging the Envelope of Direct Transfer Methods for Multilingual Named Entity Recognition0
Classifying Gene Sentences in Biomedical Literature by Combining High-Precision Gene Identifiers0
Evaluation of a Complex Information Extraction Application in Specific Domain0
A Rough Set Formalization of Quantitative Evaluation with Ambiguity0
Automatic lexical semantic classification of nouns0
An Adaptive Framework for Named Entity Combination0
Bulgarian X-language Parallel Corpus0
CALBC: Releasing the Final Corpora0
Aleda, a free large-scale entity database for French0
Centroids: Gold standards with distributional variation0
Challenges in the Knowledge Base Population Slot Filling Task0
Rule-based Entity Recognition and Coverage of SNOMED CT in Swedish Clinical Text0
Tree-Structured Named Entity Recognition on OCR Data: Analysis, Processing and Results0
Creating and Curating a Cross-Language Person-Entity Linking Collection0
A disambiguation resource extracted from Wikipedia for semantic annotation0
Evaluating the Impact of External Lexical Resources into a CRF-based Multiword Segmenter and Part-of-Speech Tagger0
A data and analysis resource for an experiment in text mining a collection of micro-blogs on a political topic.0
Evaluating the Impact of Phrase Recognition on Concept Tagging0
Show:102550
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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