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 13511400 of 2874 papers

TitleStatusHype
IBC-C: A Dataset for Armed Conflict Analysis0
ICL-HD at SemEval-2016 Task 10: Improving the Detection of Minimal Semantic Units and their Meanings with an Ontology and Word Embeddings0
A Hybrid Statistical Approach for Named Entity Recognition for Malayalam Language0
Identification of Mentions and Relations between Bacteria and Biotope from PubMed Abstracts0
Incorporating Dictionaries into Deep Neural Networks for the Chinese Clinical Named Entity Recognition0
Identifying Argumentation Schemes in Genetics Research Articles0
Incorporating Lexico-semantic Heuristics into Coreference Resolution Sieves for Named Entity Recognition at Document-level0
In-domain Context-aware Token Embeddings Improve Biomedical Named Entity Recognition0
Identifying Motion Entities in Natural Language and A Case Study for Named Entity Recognition0
Identifying Named Entities as they are Typed0
Identifying Planetary Names in Astronomy Papers: A Multi-Step Approach0
CoNECo: A corpus for named entity recognition and normalization of protein complexes0
Extracting Complex Named Entities in Legal Documents via Weakly Supervised Object Detection0
Identifying Where to Focus in Reading Comprehension for Neural Question Generation0
If You Build Your Own NER Scorer, Non-replicable Results Will Come0
Confidence penalty, annealing Gaussian noise and zoneout for biLSTM-CRF networks for named entity recognition0
Extracting clinical concepts from user queries0
IIT (BHU) Submission for the ACL Shared Task on Named Entity Recognition on Code-switched Data0
Byte-based Neural Machine Translation0
Extracting Biomedical Entities from Noisy Audio Transcripts0
IITP: Multiobjective Differential Evolution based Twitter Named Entity Recognition0
Illinois-Coref: The UI System in the CoNLL-2012 Shared Task0
Illinois Cross-Lingual Wikifier: Grounding Entities in Many Languages to the English Wikipedia0
Impact of MWE Resources on Multiword Recognition0
Extending Multilingual BERT to Low-Resource Languages0
Bulgarian X-language Parallel Corpus0
Impact of translation on biomedical information extraction from real-life clinical notes0
A Pipeline Japanese Entity Linking System with Embedding Features0
Extending AIDA framework by incorporating coreference resolution on detected mentions and pruning based on popularity of an entity0
Improved Entity Linking with User History and News Articles0
Improved Named Entity Recognition for Noisy Call Center Transcripts0
Improved Part-of-Speech Tagging for Online Conversational Text with Word Clusters0
Extended Named Entity Recognition API and Its Applications in Language Education0
Improve Neural Entity Recognition via Multi-Task Data Selection and Constrained Decoding0
Improving Autoregressive Training with Dynamic Oracles0
CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning0
Building Web-Interfaces for Vector Semantic Models with the WebVectors Toolkit0
Extended Named Entities Annotation on OCRed Documents: From Corpus Constitution to Evaluation Campaign0
Improving Chinese Named Entity Recognition by Search Engine Augmentation0
Context-aware Adversarial Training for Name Regularity Bias in Named Entity Recognition0
Improving Code-Switching and Named Entity Recognition in ASR with Speech Editing based Data Augmentation0
Context-aware Fine-tuning of Self-supervised Speech Models0
Exploring Word Embedding for Drug Name Recognition0
Improving Entity Linking using Surface Form Refinement0
Improving Feature-Based Biomedical Event Extraction System by Integrating Argument Information0
Improving Low-Resource Named Entity Recognition using Joint Sentence and Token Labeling0
Improving Low-Resource Named Entity Recognition via Label-Aware Data Augmentation and Curriculum Denoising0
Improving Model Generalization: A Chinese Named Entity Recognition Case Study0
Improving Multilingual Named Entity Recognition with Wikipedia Entity Type Mapping0
Building Trainable Taggers in a Web-based, UIMA-Supported NLP Workbench0
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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