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 801850 of 2874 papers

TitleStatusHype
MWO2KG and Echidna: Constructing and exploring knowledge graphs from maintenance dataCode0
Coarse-to-fine Knowledge Graph Domain Adaptation based on Distantly-supervised Iterative Training0
Unintended Memorization and Timing Attacks in Named Entity Recognition Models0
Material Named Entity Recognition (MNER) for Knowledge-driven Materials Using Deep Learning Approach0
Multilingual Name Entity Recognition and Intent Classification Employing Deep Learning Architectures0
Intriguing Properties of Compression on Multilingual Models0
H_eval: A new hybrid evaluation metric for automatic speech recognition tasks0
An Easy-to-use and Robust Approach for the Differentially Private De-Identification of Clinical Textual Documents0
Improving Named Entity Recognition in Telephone Conversations via Effective Active Learning with Human in the Loop0
YNU-HPCC at ROCLING 2022 Shared Task: A Transformer-based Model with Focal Loss and Regularization Dropout for Chinese Healthcare Named Entity RecognitionCode0
Recognizing Nested Entities from Flat Supervision: A New NER Subtask, Feasibility and Challenges0
SCU-NLP at ROCLING 2022 Shared Task: Experiment and Error Analysis of Biomedical Entity Detection Model0
RoBERTa-based Traditional Chinese Medicine Named Entity Recognition ModelCode0
SCU-MESCLab at ROCLING-2022 Shared Task: Named Entity Recognition Using BERT Classifier0
CrowNER at Rocling 2022 Shared Task: NER using MacBERT and Adversarial Training0
Overview of the ROCLING 2022 Shared Task for Chinese Healthcare Named Entity Recognition0
MIGBaseline at ROCLING 2022 Shared Task: Report on Named Entity Recognition Using Chinese Healthcare Datasets0
CCS Explorer: Relevance Prediction, Extractive Summarization, and Named Entity Recognition from Clinical Cohort Studies0
Multifaceted Assessments of Traditional Chinese Word Segmentation Tool on Large Corpora0
NERVE at ROCLING 2022 Shared Task: A Comparison of Three Named Entity Recognition Frameworks Based on Language Model and Lexicon Approach0
QNet: A Quantum-native Sequence Encoder Architecture0
Token-level Sequence Labeling for Spoken Language Understanding using Compositional End-to-End Models0
Unsupervised Boundary-Aware Language Model Pretraining for Chinese Sequence LabelingCode0
A practical method for occupational skills detection in Vietnamese job listings0
Progressive Sentiment Analysis for Code-Switched Text DataCode0
Influence Functions for Sequence Tagging ModelsCode0
Enhancing Label Consistency on Document-level Named Entity RecognitionCode0
Multilingual Auxiliary Tasks Training: Bridging the Gap between Languages for Zero-Shot Transfer of Hate Speech Detection ModelsCode0
Improving Chinese Named Entity Recognition by Search Engine Augmentation0
Span-based joint entity and relation extraction augmented with sequence tagging mechanism0
MasakhaNER 2.0: Africa-centric Transfer Learning for Named Entity RecognitionCode0
PcMSP: A Dataset for Scientific Action Graphs Extraction from Polycrystalline Materials Synthesis Procedure TextCode0
Joint Speech Translation and Named Entity Recognition0
Improving the Factual Correctness of Radiology Report Generation with Semantic Rewards0
Tag-Set-Sequence Learning for Generating Question-Answer Pairs0
Entity-to-Text based Data Augmentation for various Named Entity Recognition Tasks0
Machine and Deep Learning Methods with Manual and Automatic Labelling for News Classification in Bangla Language0
Type-supervised sequence labeling based on the heterogeneous star graph for named entity recognitionCode0
Robustness of Demonstration-based Learning Under Limited Data ScenarioCode0
A Comprehensive Analysis of Acknowledgement Texts in Web of Science: a case study on four scientific domains0
SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition0
Automatic Creation of Named Entity Recognition Datasets by Querying Phrase Representations0
TweetNERD -- End to End Entity Linking Benchmark for TweetsCode0
Self-Adaptive Named Entity Recognition by Retrieving Unstructured Knowledge0
Confidence estimation of classification based on the distribution of the neural network output layer0
Rethinking Annotation: Can Language Learners Contribute?0
CROP: Zero-shot Cross-lingual Named Entity Recognition with Multilingual Labeled Sequence TranslationCode0
MedJEx: A Medical Jargon Extraction Model with Wiki's Hyperlink Span and Contextualized Masked Language Model ScoreCode0
A dynamic programming algorithm for span-based nested named-entity recognition in O(n^2)0
Knowledge Distillation Transfer Sets and their Impact on Downstream NLU Tasks0
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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