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
Building OCR/NER Test Collections0
Building Trainable Taggers in a Web-based, UIMA-Supported NLP Workbench0
Building Web-Interfaces for Vector Semantic Models with the WebVectors Toolkit0
Bulgarian X-language Parallel Corpus0
Byte-based Neural Machine Translation0
C3EL: A Joint Model for Cross-Document Co-Reference Resolution and Entity Linking0
CALBC: Releasing the Final Corpora0
Calibrating Structured Output Predictors for Natural Language Processing0
CalibreNet: Calibration Networks for Multilingual Sequence Labeling0
Can BERT Dig It? -- Named Entity Recognition for Information Retrieval in the Archaeology Domain0
Can Data Diversity Enhance Learning Generalization?0
CAp 2017 challenge: Twitter Named Entity Recognition0
Capturing Long-distance Dependencies in Sequence Models: A Case Study of Chinese Part-of-speech Tagging0
Cascaded Models for Better Fine-Grained Named Entity Recognition0
CASIA at SemEval-2022 Task 11: Chinese Named Entity Recognition for Complex and Ambiguous Entities0
CASIA@SMM4H’22: A Uniform Health Information Mining System for Multilingual Social Media Texts0
Causal Distillation for Language Models0
Causal Interventions-based Few-Shot Named Entity Recognition0
CBLUE: A Chinese Biomedical Language Understanding EvaluationBenchmark0
CCS Explorer: Relevance Prediction, Extractive Summarization, and Named Entity Recognition from Clinical Cohort Studies0
CDJUR-BR -- A Golden Collection of Legal Document from Brazilian Justice with Fine-Grained Named Entities0
CELI: An Experiment with Cross Language Textual Entailment0
Centroids: Gold standards with distributional variation0
Challenges and Solutions for Latin Named Entity Recognition0
Challenges in clinical natural language processing for automated disorder normalization0
Challenges in the Knowledge Base Population Slot Filling Task0
Character-Aware Neural Networks for Arabic Named Entity Recognition for Social Media0
Character-based Bidirectional LSTM-CRF with words and characters for Japanese Named Entity Recognition0
Characterizing Misclassifications of Deep NLP Models0
Character-Level Feature Extraction with Densely Connected Networks0
Character-Level Machine Translation Evaluation for Languages with Ambiguous Word Boundaries0
Chatbot: A Conversational Agent employed with Named Entity Recognition Model using Artificial Neural Network0
Cheap and easy entity evaluation0
Cheap Translation for Cross-Lingual Named Entity Recognition0
Chemical detection and indexing in PubMed full text articles using deep learning and rule-based methods0
Chemical Identification and Indexing in PubMed Articles via BERT and Text-to-Text Approaches0
Chinese Grammatical Error Diagnosis by Conditional Random Fields0
Chinese Grammatical Error Diagnosis with Long Short-Term Memory Networks0
Chinese Hypernym-Hyponym Extraction from User Generated Categories0
Chinese Named Entity Recognition via Adaptive Multi-pass Memory Network with Hierarchical Tagging Mechanism0
Chinese Named Entity Recognition with Graph-based Semi-supervised Learning Model0
Chinese Name Disambiguation Based on Adaptive Clustering with the Attribute Features0
Chinese Personal Name Disambiguation Based on Vector Space Model0
Chunking Clinical Text Containing Non-Canonical Language0
C-ICL: Contrastive In-context Learning for Information Extraction0
Classification Attention for Chinese NER0
Classification of Contract-Amendment Relationships0
Classifying Gene Sentences in Biomedical Literature by Combining High-Precision Gene Identifiers0
CliNER 2.0: Accessible and Accurate Clinical Concept Extraction0
Clinical Named Entity Recognition using Contextualized Token Representations0
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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