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 20512100 of 2874 papers

TitleStatusHype
Legal entity recognition in an agglutinating language and document connection network for EU Legislation and EU/Hungarian Case Law0
LegalGuardian: A Privacy-Preserving Framework for Secure Integration of Large Language Models in Legal Practice0
Leveraging HTML in Free Text Web Named Entity Recognition0
Leveraging Large Language Models for Enhanced NLP Task Performance through Knowledge Distillation and Optimized Training Strategies0
Leveraging Multilingual Training for Limited Resource Event Extraction0
Leveraging Semantic Type Dependencies for Clinical Named Entity Recognition0
Leveraging Type Descriptions for Zero-shot Named Entity Recognition and Classification0
Lex-BERT: Enhancing BERT based NER with lexicons0
Lexical Characteristics Analysis of Chinese Clinical Documents0
Lexicon Infused Phrase Embeddings for Named Entity Resolution0
Lifting the Curse of Multilinguality by Pre-training Modular Transformers0
Lifting the Curse of Multilinguality by Pre-training Modular Transformers0
LinCE: A Centralized Benchmark for Linguistic Code-switching Evaluation0
Liner2 --- a Generic Framework for Named Entity Recognition0
Linguistically-Enriched and Context-Aware Zero-shot Slot Filling0
Linguistic Resources for Entity Linking Evaluation: from Monolingual to Cross-lingual0
Linking, Searching, and Visualizing Entities in Wikipedia0
Listen to Both Sides and be Enlightened! -- Hierarchical Modality Fusion Network for Entity and Relation Extraction0
LitStoryTeller: An Interactive System for Visual Exploration of Scientific Papers Leveraging Named entities and Comparative Sentences0
LLM-based Prompt Ensemble for Reliable Medical Entity Recognition from EHRs0
LLM-DER:A Named Entity Recognition Method Based on Large Language Models for Chinese Coal Chemical Domain0
llmNER: (Zero|Few)-Shot Named Entity Recognition, Exploiting the Power of Large Language Models0
LLM-RM at SemEval-2023 Task 2: Multilingual Complex NER using XLM-RoBERTa0
LLMs are not Zero-Shot Reasoners for Biomedical Information Extraction0
LLMs as Data Annotators: How Close Are We to Human Performance0
LMN at SemEval-2022 Task 11: A Transformer-based System for English Named Entity Recognition0
LMN at SemEval-2022 Task 11: A Transformer-based System for English Named Entity Recognition0
Local Hypergraph-based Nested Named Entity Recognition as Query-based Sequence Labeling0
Locally-Contextual Nonlinear CRFs for Sequence Labeling0
Local String Transduction as Sequence Labeling0
Logits-Constrained Framework with RoBERTa for Ancient Chinese NER0
Long Range Named Entity Recognition for Marathi Documents0
Low-Rank Hidden State Embeddings for Viterbi Sequence Labeling0
Low-Resource Named Entity Recognition: Can One-vs-All AUC Maximization Help?0
Low-resource named entity recognition via multi-source projection: Not quite there yet?0
LSTM Recurrent Neural Networks for Cybersecurity Named Entity Recognition0
LT3 at SemEval-2020 Task 7: Comparing Feature-Based and Transformer-Based Approaches to Detect Funny Headlines0
Machine and Deep Learning Methods with Manual and Automatic Labelling for News Classification in Bangla Language0
Machine Learning Approach for Cancer Entities Association and Classification0
MADAMIRA: A Fast, Comprehensive Tool for Morphological Analysis and Disambiguation of Arabic0
MAD-G: Multilingual Adapter Generation for Efficient Cross-Lingual Transfer0
Majority or Minority: Data Imbalance Learning Method for Named Entity Recognition0
Making Travel Smarter: Extracting Travel Information From Email Itineraries Using Named Entity Recognition0
Malayalam Clause Boundary Identifier: Annotation and Evaluation0
Malaysian English News Decoded: A Linguistic Resource for Named Entity and Relation Extraction0
MANER: Mask Augmented Named Entity Recognition for Extreme Low-Resource Languages0
MAPA Project: Ready-to-Go Open-Source Datasets and Deep Learning Technology to Remove Identifying Information from Text Documents0
MAP Inference in Chains using Column Generation0
Marginal Likelihood Training of BiLSTM-CRF for Biomedical Named Entity Recognition from Disjoint Label Sets0
Massive vs. Curated Embeddings for Low-Resourced Languages: the Case of Yor\`ub\'a and Twi0
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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