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 201250 of 2874 papers

TitleStatusHype
FaBERT: Pre-training BERT on Persian Blogs0
Named Entity Recognition for Address Extraction in Speech-to-Text Transcriptions Using Synthetic Data0
PaDeLLM-NER: Parallel Decoding in Large Language Models for Named Entity RecognitionCode1
Graph Neural Network and NER-Based Text Summarization0
A Survey of Large Language Models in Finance (FinLLMs)Code3
In-Context Learning for Few-Shot Nested Named Entity Recognition0
Different Tastes of Entities: Investigating Human Label Variation in Named Entity AnnotationsCode0
NanoNER: Named Entity Recognition for nanobiology using experts' knowledge and distant supervision0
Gazetteer-Enhanced Bangla Named Entity Recognition with BanglaBERT Semantic Embeddings K-Means-Infused CRF ModelCode0
ToPro: Token-Level Prompt Decomposition for Cross-Lingual Sequence Labeling TasksCode0
Evaluation of LLM Chatbots for OSINT-based Cyber Threat Awareness0
Fine-grained Contract NER using instruction based modelCode0
Multicultural Name Recognition For Previously Unseen Names0
Majority or Minority: Data Imbalance Learning Method for Named Entity Recognition0
Mining experimental data from Materials Science literature with Large Language Models: an evaluation studyCode0
The Radiation Oncology NLP DatabaseCode1
EMBRE: Entity-aware Masking for Biomedical Relation Extraction0
Analyzing Regional Impacts of Climate Change using Natural Language Processing Techniques0
TechGPT-2.0: A large language model project to solve the task of knowledge graph constructionCode2
Exploring the Effectiveness of Instruction Tuning in Biomedical Language Processing0
L3Cube-MahaSocialNER: A Social Media based Marathi NER Dataset and BERT modelsCode0
Unified Lattice Graph Fusion for Chinese Named Entity Recognition0
Multi-level biomedical NER through multi-granularity embeddings and enhanced labeling0
Explorers at #SMM4H 2023: Enhancing BERT for Health Applications through Knowledge and Model Fusion0
From Dialogue to Diagram: Task and Relationship Extraction from Natural Language for Accelerated Business Process Prototyping0
Identifying Planetary Names in Astronomy Papers: A Multi-Step Approach0
Robust Few-Shot Named Entity Recognition with Boundary Discrimination and Correlation PurificationCode0
Enhanced E-Commerce Attribute Extraction: Innovating with Decorative Relation Correction and LLAMA 2.0-Based Annotation0
Augmenty: A Python Library for Structured Text Augmentation0
Redefining Developer Assistance: Through Large Language Models in Software Ecosystem0
On Significance of Subword tokenization for Low Resource and Efficient Named Entity Recognition: A case study in Marathi0
Filtered Semi-Markov CRFCode1
A Corpus for Named Entity Recognition in Chinese Novels with Multi-genresCode0
Transformer-based Named Entity Recognition in Construction Supply Chain Risk Management in Australia0
Adapt in Contexts: Retrieval-Augmented Domain Adaptation via In-Context Learning0
Bit Cipher -- A Simple yet Powerful Word Representation System that Integrates Efficiently with Language Models0
Extracting periodontitis diagnosis in clinical notes with RoBERTa and regular expression0
Use GPT-J Prompt Generation with RoBERTa for NER Models on Diagnosis Extraction of Periodontal Diagnosis from Electronic Dental Records0
GSAP-NER: A Novel Task, Corpus, and Baseline for Scholarly Entity Extraction Focused on Machine Learning Models and DatasetsCode1
SegMix: A Simple Structure-Aware Data Augmentation Method0
Universal NER: A Gold-Standard Multilingual Named Entity Recognition BenchmarkCode1
Self-Improving for Zero-Shot Named Entity Recognition with Large Language ModelsCode1
Uncertainty Estimation on Sequential Labeling via Uncertainty TransmissionCode0
GLiNER: Generalist Model for Named Entity Recognition using Bidirectional TransformerCode2
Developing a Named Entity Recognition Dataset for TagalogCode1
calamanCy: A Tagalog Natural Language Processing ToolkitCode1
Injecting Categorical Labels and Syntactic Information into Biomedical NER0
Less than One-shot: Named Entity Recognition via Extremely Weak SupervisionCode0
Low-Resource Named Entity Recognition: Can One-vs-All AUC Maximization Help?0
Re-weighting Tokens: A Simple and Effective Active Learning Strategy for Named Entity Recognition0
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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
4BLSTM-CNN-Char (SparkNLP)F189.13Unverified
5Spark NLPF189.13Unverified
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
8Spark NLPF189.73Unverified
9BLSTM-CNN-Char (SparkNLP)F189.73Unverified
10UniNER-7BF189.34Unverified