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 16511700 of 2874 papers

TitleStatusHype
SpeedRead: A Fast Named Entity Recognition Pipeline0
Sprucing up the trees -- Error detection in treebanks0
Squibs: Evaluation Methods for Statistically Dependent Text0
Statistical Dataset Evaluation: Reliability, Difficulty, and Validity0
Statistical Section Segmentation in Free-Text Clinical Records0
Stratégies d’adaptation pour la reconnaissance d’entités médicales en français (Adaptation strategies for biomedical named entity recognition in French)0
Streaming Text Analytics for Real-Time Event Recognition0
Structured information extraction from complex scientific text with fine-tuned large language models0
Structured in Space, Randomized in Time: Leveraging Dropout in RNNs for Efficient Training0
Structured Named Entities in two distinct press corpora: Contemporary Broadcast News and Old Newspapers0
Structured Penalties for Log-Linear Language Models0
Structured Term Recognition in Medical Text0
Structure Regularized Bidirectional Recurrent Convolutional Neural Network for Relation Classification0
Subgroup Detector: A System for Detecting Subgroups in Online Discussions0
Subsequence Based Deep Active Learning for Named Entity Recognition0
SU-NLP at SemEval-2022 Task 11: Complex Named Entity Recognition with Entity Linking0
SuperNMT: Neural Machine Translation with Semantic Supersenses and Syntactic Supertags0
SuperOCR for ALTA 2017 Shared Task0
Supersense Embeddings: A Unified Model for Supersense Interpretation, Prediction, and Utilization0
Supersense Tagging for Arabic: the MT-in-the-Middle Attack0
Supersense tagging for Danish0
Supersense Tagging with a Combination of Character, Subword, and Word-level Representations0
Supervised Model Learning with Feature Grouping based on a Discrete Constraint0
Surprisingly Simple Adapter Ensembling for Zero-Shot Cross-Lingual Sequence Tagging0
Surveillance of COVID-19 Pandemic using Social Media: A Reddit Study in North Carolina0
Survey: Understand the challenges of MachineLearning Experts using Named EntityRecognition Tools0
SUTime: Evaluation in TempEval-30
SwellShark: A Generative Model for Biomedical Named Entity Recognition without Labeled Data0
Syllable-based Neural Named Entity Recognition for Myanmar Language0
Symptom extraction issue0
Synapse at CAp 2017 NER challenge: Fasttext CRF0
Synchronous Dual Network with Cross-Type Attention for Joint Entity and Relation Extraction0
Syndromic Surveillance using Generic Medical Entities on Twitter0
Synergizing Unsupervised and Supervised Learning: A Hybrid Approach for Accurate Natural Language Task Modeling0
Syntactic analyses and named entity recognition for PubMed and PubMed Central --- up-to-the-minute0
SZTE-NLP at SemEval-2017 Task 10: A High Precision Sequence Model for Keyphrase Extraction Utilizing Sparse Coding for Feature Generation0
SZTE-NLP: Clinical Text Analysis with Named Entity Recognition0
TableIE: Capture the Interactions among Joint Information Extraction Explicitly via Double Tables0
Tackling Code-Switched NER: Participation of CMU0
Tafsir Dataset: A Novel Multi-Task Benchmark for Named Entity Recognition and Topic Modeling in Classical Arabic Literature0
Tagging Named Entities in 19th Century and Modern Finnish Newspaper Material with a Finnish Semantic Tagger0
Tag-Set-Sequence Learning for Generating Question-Answer Pairs0
Tailoring Continuous Word Representations for Dependency Parsing0
Tamil NER - Coping with Real Time Challenges0
TANKER: Distributed Architecture for Named Entity Recognition and Disambiguation0
Targetable Named Entity Recognition in Social Media0
Task-adaptive Pre-training and Self-training are Complementary for Natural Language Understanding0
Taxonomy Expansion for Named Entity Recognition0
Team dina at SemEval-2022 Task 8: Pre-trained Language Models as Baselines for Semantic Similarity0
TeamHCMUS: Analysis of Clinical Text0
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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