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 20012050 of 2874 papers

TitleStatusHype
Named Entity Recognition for Hindi-English Code-Mixed Social Media TextCode0
GHHT at CALCS 2018: Named Entity Recognition for Dialectal Arabic Using Neural Networks0
Named Entity Recognition on Code-Switched Data Using Conditional Random Fields0
Named Entity Recognition With Parallel Recurrent Neural NetworksCode0
Named-Entity Tagging and Domain adaptation for Better Customized Translation0
Judicious Selection of Training Data in Assisting Language for Multilingual Neural NERCode0
A Named Entity Recognition Shootout for German0
NovelPerspective: Identifying Point of View CharactersCode0
Sub-word information in pre-trained biomedical word representations: evaluation and hyper-parameter optimizationCode0
SuperNMT: Neural Machine Translation with Semantic Supersenses and Syntactic Supertags0
Improving Topic Quality by Promoting Named Entities in Topic Modeling0
DeepPavlov: Open-Source Library for Dialogue Systems0
A Framework for Developing and Evaluating Word Embeddings of Drug-named Entity0
IIT (BHU) Submission for the ACL Shared Task on Named Entity Recognition on Code-switched Data0
Tackling Code-Switched NER: Participation of CMU0
Identification of Alias Links among Participants in Narratives0
TALEN: Tool for Annotation of Low-resource ENtitiesCode0
Recognizing Complex Entity Mentions: A Review and Future Directions0
Biomedical Document Retrieval for Clinical Decision Support System0
Character-Level Feature Extraction with Densely Connected Networks0
NCRF++: An Open-source Neural Sequence Labeling ToolkitCode0
Named Entity Recognition with Extremely Limited DataCode0
Robust Lexical Features for Improved Neural Network Named-Entity RecognitionCode0
Embedding Transfer for Low-Resource Medical Named Entity Recognition: A Case Study on Patient MobilityCode0
Nested Named Entity Recognition Revisited0
A Neural Layered Model for Nested Named Entity RecognitionCode0
Jiangnan at SemEval-2018 Task 11: Deep Neural Network with Attention Method for Machine Comprehension Task0
NLP Lean Programming Framework: Developing NLP Applications More Effectively0
FEUP at SemEval-2018 Task 5: An Experimental Study of a Question Answering System0
Domain-Sensitive Temporal Tagging By Jannik Str\"otgen, Michael Gertz0
Key2Vec: Automatic Ranked Keyphrase Extraction from Scientific Articles using Phrase Embeddings0
Deep Affix Features Improve Neural Named Entity RecognizersCode0
KOI at SemEval-2018 Task 5: Building Knowledge Graph of Incidents0
Learning Word Embeddings for Low-Resource Languages by PU Learning0
Improve Neural Entity Recognition via Multi-Task Data Selection and Constrained Decoding0
HCCL at SemEval-2018 Task 8: An End-to-End System for Sequence Labeling from Cybersecurity Reports0
IRCMS at SemEval-2018 Task 7 : Evaluating a basic CNN Method and Traditional Pipeline Method for Relation Classification0
Towards Qualitative Word Embeddings Evaluation: Measuring Neighbors Variation0
OpenTag: Open Attribute Value Extraction from Product Profiles [Deep Learning, Active Learning, Named Entity Recognition]Code0
Empirical Evaluation of Character-Based Model on Neural Named-Entity Recognition in Indonesian Conversational TextsCode0
Bilingual Character Representation for Efficiently Addressing Out-of-Vocabulary Words in Code-Switching Named Entity Recognition0
End-to-end named entity extraction from speech0
Connecting Distant Entities with Induction through Conditional Random Fields for Named Entity Recognition: Precursor-Induced CRF0
Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling MechanismsCode0
Neural Machine Translation for Bilingually Scarce Scenarios: A Deep Multi-task Learning Approach0
SlugNERDS: A Named Entity Recognition Tool for Open Domain Dialogue Systems0
Hybrid semi-Markov CRF for Neural Sequence LabelingCode0
Sentence-State LSTM for Text RepresentationCode0
When ACE met KBP: End-to-End Evaluation of Knowledge Base Population with Component-level Annotation0
SoMeWeTa: A Part-of-Speech Tagger for German Social Media and Web TextsCode0
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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
4BLSTM-CNN-Char (SparkNLP)F189.13Unverified
5Spark NLPF189.13Unverified
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
8Spark NLPF189.73Unverified
9BLSTM-CNN-Char (SparkNLP)F189.73Unverified
10UniNER-7BF189.34Unverified