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 901950 of 2874 papers

TitleStatusHype
MINER: Improving Out-of-Vocabulary Named Entity Recognition from an Information Theoretic Perspective0
An Unsupervised Multiple-Task and Multiple-Teacher Model for Cross-lingual Named Entity RecognitionCode0
Slot Filling for Biomedical Information Extraction0
Question Answering Infused Pre-training of General-Purpose Contextualized Representations0
Few-Shot Named Entity Recognition with Biaffine Span Representation0
TableIE: Capture the Interactions among Joint Information Extraction Explicitly via Double Tables0
MarkBERT: Marking Word Boundaries Improves Chinese BERTCode1
Distantly Supervised Named Entity Recognition via Confidence-Based Multi-Class Positive and Unlabeled Learning0
Good Examples Make A Faster Learner: Simple Demonstration-based Learning for Low-resource NER0
Lifting the Curse of Multilinguality by Pre-training Modular Transformers0
Phone-ing it in: Towards Flexible Multi-Modal Language Model Training by Phonetic Representations of Data0
AutoTriggER: Named Entity Recognition with Auxiliary Trigger Extraction0
Simple yet Powerful: An Overlooked Architecture for Nested Named Entity Recognition0
DAML: Chinese Named Entity Recognition with a fusion method of data-augmentation and meta-learning0
Cross-domain Named Entity Recognition via Graph Matching0
KinyaBERT: a Morphology-aware Kinyarwanda Language Model0
SegMix: A Simple Structure-Aware Data Augmentation Method0
Fusing Heterogeneous Factors with Triaffine Mechanism for Nested Named Entity Recognition0
KALA: Knowledge-Augmented Language Model Adaptation0
Are We NER Yet? Measuring the Impact of ASR Errors on Named Entity Recognition in Spontaneous Conversation Transcripts0
Listen to Both Sides and be Enlightened! -- Hierarchical Modality Fusion Network for Entity and Relation Extraction0
A Comparative Study of Pre-trained Encoders for Low-Resource Named Entity Recognition0
CBLUE: A Chinese Biomedical Language Understanding EvaluationBenchmark0
Boundary Smoothing for Named Entity Recognition0
TextMosaic: A New Data Augmentation Method for Named Entity Recognition Using Document-Level Contexts0
Few-shot Named Entity Recognition with Joint Token and Sentence Awareness0
A Simple Information-Based Approach to Unsupervised Domain-Adaptive Aspect-Based Sentiment Analysis0
Rethinking Negative Sampling for Handling Missing Entity Annotations0
Zero-Shot Learning in Named-Entity Recognition with External KnowledgeCode1
DataWords: Getting Contrarian with Text, Structured Data and Explanations0
Chemical detection and indexing in PubMed full text articles using deep learning and rule-based methods0
The overview of the NLM-Chem BioCreative VII track: full-text chemical identification and indexing in PubMed articles0
Focusing on Potential Named Entities During Active Label AcquisitionCode1
Reducing the impact of out of vocabulary words in the translation of natural language questions into SPARQL queries0
A PubMedBERT-based Classifier with Data Augmentation Strategy for Detecting Medication Mentions in Tweets0
Arabic Named Entity Recognition Using Transformer-based-CRF Model0
Improved Named Entity Recognition for Noisy Call Center Transcripts0
Batavia asked for advice. Pretrained language models for Named Entity Recognition in historical texts.Code0
ParsTwiNER: A Corpus for Named Entity Recognition at Informal PersianCode1
The Korean Morphologically Tight-Fitting Tokenizer for Noisy User-Generated Texts0
Small Data? No Problem! Exploring the Viability of Pretrained Multilingual Language Models for Low-resourced LanguagesCode1
Analysis of Zero-Shot Crosslingual Learning between English and Korean for Named Entity RecognitionCode0
Few-Shot Named Entity Recognition: An Empirical Baseline Study0
SeqAttack: On Adversarial Attacks for Named Entity Recognition0
Zero-Shot Cross-Lingual Transfer is a Hard Baseline to Beat in German Fine-Grained Entity Typing0
CroAno : A Crowd Annotation Platform for Improving Label Consistency of Chinese NER Dataset0
MS-Mentions: Consistently Annotating Entity Mentions in Materials Science Procedural Text0
Synchronous Dual Network with Cross-Type Attention for Joint Entity and Relation Extraction0
PDALN: Progressive Domain Adaptation over a Pre-trained Model for Low-Resource Cross-Domain Named Entity Recognition0
ChemNER: Fine-Grained Chemistry Named Entity Recognition with Ontology-Guided Distant SupervisionCode0
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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