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
Illinois-Coref: The UI System in the CoNLL-2012 Shared Task0
Towards Efficient Named-Entity Rule Induction for Customizability0
No Noun Phrase Left Behind: Detecting and Typing Unlinkable Entities0
Improving NLP through Marginalization of Hidden Syntactic Structure0
Monte Carlo MCMC: Efficient Inference by Approximate Sampling0
UMCC\_DLSI: Multidimensional Lexical-Semantic Textual Similarity0
CELI: An Experiment with Cross Language Textual Entailment0
Towards Building a Multilingual Semantic Network: Identifying Interlingual Links in Wikipedia0
Subgroup Detector: A System for Detecting Subgroups in Online Discussions0
Building Trainable Taggers in a Web-based, UIMA-Supported NLP Workbench0
Deep Learning for NLP (without Magic)0
QuickView: NLP-based Tweet Search0
Character-Level Machine Translation Evaluation for Languages with Ambiguous Word Boundaries0
Joint Inference of Named Entity Recognition and Normalization for Tweets0
A Cost Sensitive Part-of-Speech Tagging: Differentiating Serious Errors from Minor Errors0
Multilingual Named Entity Recognition using Parallel Data and Metadata from Wikipedia0
Iterative Viterbi A* Algorithm for K-Best Sequential Decoding0
Learning to Find Translations and Transliterations on the Web0
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
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
Monte Carlo MCMC: Efficient Inference by Sampling Factors0
Automatic Approaches for Gene-Drug Interaction Extraction from Biomedical Text: Corpus and Comparative Evaluation0
Classifying Gene Sentences in Biomedical Literature by Combining High-Precision Gene Identifiers0
Active Learning for Coreference Resolution0
Bootstrapping Biomedical Ontologies for Scientific Text using NELL0
A Hybrid Stepwise Approach for De-identifying Person Names in Clinical Documents0
Finding the Right Supervisor: Expert-Finding in a University Domain0
Active Learning for Coreference Resolution0
Automatic Animacy Classification0
Nudging the Envelope of Direct Transfer Methods for Multilingual Named Entity Recognition0
Identifying Comparable Corpora Using LDA0
Apples to Oranges: Evaluating Image Annotations from Natural Language Processing Systems0
The Intelius Nickname Collection: Quantitative Analyses from Billions of Public Records0
Tree-Structured Named Entity Recognition on OCR Data: Analysis, Processing and Results0
CALBC: Releasing the Final Corpora0
Aleda, a free large-scale entity database for French0
A data and analysis resource for an experiment in text mining a collection of micro-blogs on a political topic.0
Latvian and Lithuanian Named Entity Recognition with TildeNER0
KPWr: Towards a Free Corpus of Polish0
Evaluation of a Complex Information Extraction Application in Specific Domain0
Statistical Section Segmentation in Free-Text Clinical Records0
Iterative Refinement and Quality Checking of Annotation Guidelines --- How to Deal Effectively with Semantically Sloppy Named Entity Types, such as Pathological Phenomena0
A disambiguation resource extracted from Wikipedia for semantic annotation0
Automatic lexical semantic classification of nouns0
Rembrandt - a named-entity recognition framework0
HunOr: A Hungarian---Russian Parallel Corpus0
Creating and Curating a Cross-Language Person-Entity Linking Collection0
Inforex -- a web-based tool for text corpus management and semantic annotation0
An Adaptive Framework for Named Entity Combination0
Learning Categories and their Instances by Contextual Features0
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