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 351400 of 2874 papers

TitleStatusHype
NER-to-MRC: Named-Entity Recognition Completely Solving as Machine Reading Comprehension0
From Zero to Hero: Harnessing Transformers for Biomedical Named Entity Recognition in Zero- and Few-shot ContextsCode1
DAMO-NLP at SemEval-2023 Task 2: A Unified Retrieval-augmented System for Multilingual Named Entity RecognitionCode0
LLM-RM at SemEval-2023 Task 2: Multilingual Complex NER using XLM-RoBERTa0
VicunaNER: Zero/Few-shot Named Entity Recognition using Vicuna0
The Role of Global and Local Context in Named Entity RecognitionCode0
USTC-NELSLIP at SemEval-2023 Task 2: Statistical Construction and Dual Adaptation of Gazetteer for Multilingual Complex NER0
Causal Interventions-based Few-Shot Named Entity Recognition0
Constructing a Knowledge Graph from Textual Descriptions of Software Vulnerabilities in the National Vulnerability Database0
RexUIE: A Recursive Method with Explicit Schema Instructor for Universal Information Extraction0
ViMQ: A Vietnamese Medical Question Dataset for Healthcare Dialogue System DevelopmentCode1
Technical Report: Impact of Position Bias on Language Models in Token ClassificationCode0
SIMARA: a database for key-value information extraction from full pages0
FindVehicle and VehicleFinder: A NER dataset for natural language-based vehicle retrieval and a keyword-based cross-modal vehicle retrieval systemCode1
BERT Based Clinical Knowledge Extraction for Biomedical Knowledge Graph Construction and Analysis0
IXA/Cogcomp at SemEval-2023 Task 2: Context-enriched Multilingual Named Entity Recognition using Knowledge BasesCode0
Transfer to a Low-Resource Language via Close Relatives: The Case Study on Faroese0
Classification of US Supreme Court Cases using BERT-Based TechniquesCode0
EasyNER: A Customizable Easy-to-Use Pipeline for Deep Learning- and Dictionary-based Named Entity Recognition from Medical TextCode1
MphayaNER: Named Entity Recognition for TshivendaCode0
WikiGoldSK: Annotated Dataset, Baselines and Few-Shot Learning Experiments for Slovak Named Entity RecognitionCode0
Using LSTM and GRU With a New Dataset for Named Entity Recognition in the Arabic Language0
End-to-End Models for Chemical-Protein Interaction Extraction: Better Tokenization and Span-Based Pipeline Strategies0
Task Oriented Conversational Modelling With Subjective KnowledgeCode0
Improving Large Language Models for Clinical Named Entity Recognition via Prompt EngineeringCode1
Assorted, Archetypal and Annotated Two Million (3A2M) Cooking Recipes Dataset based on Active Learning0
An Information Extraction Study: Take In Mind the Tokenization!Code0
DeID-GPT: Zero-shot Medical Text De-Identification by GPT-4Code1
Multi-task Transformer with Relation-attention and Type-attention for Named Entity Recognition0
Exploring Partial Knowledge Base Inference in Biomedical Entity LinkingCode0
BanglaCoNER: Towards Robust Bangla Complex Named Entity RecognitionCode0
Applying unsupervised keyphrase methods on concepts extracted from discharge sheets0
A Human Subject Study of Named Entity Recognition (NER) in Conversational Music Recommendation QueriesCode1
Does Synthetic Data Generation of LLMs Help Clinical Text Mining?0
German BERT Model for Legal Named Entity Recognition0
GlobalNER: Incorporating Non-local Information into Named Entity Recognition0
OEKG: The Open Event Knowledge Graph0
A Prototypical Semantic Decoupling Method via Joint Contrastive Learning for Few-Shot Name Entity Recognition0
A Neural Span-Based Continual Named Entity Recognition ModelCode1
FiNER-ORD: Financial Named Entity Recognition Open Research DatasetCode1
Impact of Subword Pooling Strategy on Cross-lingual Event DetectionCode0
A Benchmark of Nested Named Entity Recognition Approaches in Historical Structured Documents0
ChatIE: Zero-Shot Information Extraction via Chatting with ChatGPTCode2
Exploring the Potential of Machine Translation for Generating Named Entity Datasets: A Case Study between Persian and EnglishCode0
Entry Separation using a Mixed Visual and Textual Language Model: Application to 19th century French Trade DirectoriesCode0
Uncertainty-aware Self-training for Low-resource Neural Sequence Labeling0
Dynamic Named Entity RecognitionCode0
Meeting the Needs of Low-Resource Languages: The Value of Automatic Alignments via Pretrained ModelsCode0
Meta-Learning Triplet Network with Adaptive Margins for Few-Shot Named Entity RecognitionCode1
Learning from Noisy Crowd Labels with LogicsCode0
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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