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 23012350 of 2874 papers

TitleStatusHype
Neural Dependency Parsing of Biomedical Text: TurkuNLP entry in the CRAFT Structural Annotation Task0
Neural Entity Reasoner for Global Consistency in NER0
Neural Entity Recognition with Gazetteer based Fusion0
Neural Generation of Diverse Questions using Answer Focus, Contextual and Linguistic Features0
Neural Headline Generation on Abstract Meaning Representation0
Neural Joint Learning for Classifying Wikipedia Articles into Fine-grained Named Entity Types0
Neural Knowledge Extraction From Cloud Service Incidents0
Neural Language Modeling for Named Entity Recognition0
Neural Machine Translation for Bilingually Scarce Scenarios: A Deep Multi-task Learning Approach0
Neural Metric Learning for Fast End-to-End Relation Extraction0
Neural Named Entity Recognition for Kazakh0
Neural Named Entity Recognition from Subword Units0
Neural sequence labeling for Vietnamese POS Tagging and NER0
Neural Skill Transfer from Supervised Language Tasks to Reading Comprehension0
Neurals Networks for Projecting Named Entities from English to Ewondo0
Neural Supervised Domain Adaptation by Augmenting Pre-trained Models with Random Units0
Neural Text Classification and Stacked Heterogeneous Embeddings for Named Entity Recognition in SMM4H 20210
Neural Token Segmentation for High Token-Internal Complexity0
N-gram and Gazetteer List Based Named Entity Recognition for Urdu: A Scarce Resourced Language0
NITE: A Neural Inductive Teaching Framework for Domain Specific NER0
NiuParser: A Chinese Syntactic and Semantic Parsing Toolkit0
NLNDE: Enhancing Neural Sequence Taggers with Attention and Noisy Channel for Robust Pharmacological Entity Detection0
NLP-CIC-WFU at SocialDisNER: Disease Mention Extraction in Spanish Tweets Using Transfer Learning and Search by Propagation0
NLP Infrastructure for the Lithuanian Language0
NLP Lean Programming Framework: Developing NLP Applications More Effectively0
NLP@UIT at SemEval-2019 Task 4: The Paparazzo Hyperpartisan News Detector0
NNE: A Dataset for Nested Named Entity Recognition in English Newswire0
Noise Robust Named Entity Understanding for Voice Assistants0
Nomen Omen. Enhancing the Latin Morphological Analyser Lemlat with an Onomasticon0
No Noun Phrase Left Behind: Detecting and Typing Unlinkable Entities0
Normalization and Back-Transliteration for Code-Switched Data0
Normalization of Dutch User-Generated Content0
NoSta-D Named Entity Annotation for German: Guidelines and Dataset0
FLAIR: An Easy-to-Use Framework for State-of-the-Art NLPCode0
FonMTL: Towards Multitask Learning for the Fon LanguageCode0
Foreseeing the Benefits of Incidental SupervisionCode0
Finetuning BERT on Partially Annotated NER CorporaCode0
Formulating Few-shot Fine-tuning Towards Language Model Pre-training: A Pilot Study on Named Entity RecognitionCode0
Framing Named Entity Linking Error TypesCode0
Deep Affix Features Improve Neural Named Entity RecognizersCode0
Meeting the Needs of Low-Resource Languages: The Value of Automatic Alignments via Pretrained ModelsCode0
From Cloze to Comprehension: Retrofitting Pre-trained Masked Language Model to Pre-trained Machine ReaderCode0
Memorization vs. Generalization: Quantifying Data Leakage in NLP Performance EvaluationCode0
OptSLA: an Optimization-Based Approach for Sequential Label AggregationCode0
Merge and Label: A novel neural network architecture for nested NERCode0
From English to Code-Switching: Transfer Learning with Strong Morphological CluesCode0
TweetNERD -- End to End Entity Linking Benchmark for TweetsCode0
Meta-Learning for Effective Multi-task and Multilingual ModellingCode0
A Silver Standard Corpus of Human Phenotype-Gene RelationsCode0
A Russian Jeopardy! Data Set for Question-Answering SystemsCode0
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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