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 26012650 of 2874 papers

TitleStatusHype
Enhancing Medical Named Entity Recognition with Features Derived from Unsupervised Methods0
Enhancing Named Entity Recognition in Twitter Messages Using Entity Linking0
Enhancing NER Performance in Low-Resource Pakistani Languages using Cross-Lingual Data Augmentation0
Position-Aware Self-Attention based Neural Sequence Labeling0
Enhancing Software-Related Information Extraction via Single-Choice Question Answering with Large Language Models0
Enhancing Sumerian Lemmatization by Unsupervised Named-Entity Recognition0
Enhancing Supply Chain Visibility with Knowledge Graphs and Large Language Models0
Enriching a Fashion Knowledge Graph from Product Textual Descriptions0
Enriching Relation Extraction with OpenIE0
Enrichment of French Biomedical Ontologies with UMLS Concepts and Semantic Types for Biomedical Named Entity Recognition Though Ontological Semantic Annotation0
Ensemble Distillation for Structured Prediction: Calibrated, Accurate, Fast-Choose Three0
Entity-to-Text based Data Augmentation for various Named Entity Recognition Tasks0
Entity Candidate Network for Whole-Aware Named Entity Recognition0
Entity Decomposition with Filtering: A Zero-Shot Clinical Named Entity Recognition Framework0
Entity Linking for Tweets0
Entity Linking Korean Text: An Unsupervised Learning Approach using Semantic Relations0
Entity Linking with people entity on Wikipedia0
Entity Resolution in Open-domain Conversations0
Entity-Supported Summarization of Biomedical Abstracts0
EPICURE Ensemble Pretrained Models for Extracting Cancer Mutations from Literature0
Error Analysis for Vietnamese Named Entity Recognition on Deep Neural Network Models0
Error Detection in Large-Scale Natural Language Understanding Systems Using Transformer Models0
Establishing a New State-of-the-Art for French Named Entity Recognition0
EstBERT: A Pretrained Language-Specific BERT for Estonian0
E.T.: Entity-Transformers. Coreference augmented Neural Language Model for richer mention representations via Entity-Transformer blocks0
ETER : a new metric for the evaluation of hierarchical named entity recognition0
Evaluating and Combining Name Entity Recognition Systems0
Evaluating distributed word representations for capturing semantics of biomedical concepts0
Evaluating Ensemble Based Pre-annotation on Named Entity Corpus Construction in English and Chinese0
Evaluating Large-scale Text Mining Applications Beyond the Traditional Numeric Performance Measures0
Evaluating Pretrained Transformer-based Models on the Task of Fine-Grained Named Entity Recognition0
Evaluating the carbon footprint of NLP methods: a survey and analysis of existing tools0
Evaluating the Impact of External Lexical Resources into a CRF-based Multiword Segmenter and Part-of-Speech Tagger0
Evaluating the Impact of Phrase Recognition on Concept Tagging0
Evaluating the Use of Empirically Constructed Lexical Resources for Named Entity Recognition0
Evaluation methods for unsupervised word embeddings0
Evaluation of a Complex Information Extraction Application in Specific Domain0
Evaluation of Domain-specific Word Embeddings using Knowledge Resources0
Evaluation of Embedding Models for Automatic Extraction and Classification of Acknowledged Entities in Scientific Documents0
Evaluation of large language model performance on the Biomedical Language Understanding and Reasoning Benchmark0
Evaluation of LLM Chatbots for OSINT-based Cyber Threat Awareness0
Evaluation of Stacked Embeddings for Bulgarian on the Downstream Tasks POS and NERC0
Event Detection and Semantic Storytelling: Generating a Travelogue from a large Collection of Personal Letters0
Event Extraction Using Distant Supervision0
Event Role Extraction using Domain-Relevant Word Representations0
EVIDENCEMINER: Textual Evidence Discovery for Life Sciences0
Examining risks of racial biases in NLP tools for child protective services0
Experiments to Improve Named Entity Recognition on Turkish Tweets0
Experiments with crowdsourced re-annotation of a POS tagging data set0
Explicit Modeling the Context for Chinese NER0
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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