SOTAVerified

Document Classification

Document Classification is a procedure of assigning one or more labels to a document from a predetermined set of labels.

Source: Long-length Legal Document Classification

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 641 papers

TitleStatusHype
Can Reasoning LLMs Enhance Clinical Document Classification?Code0
Text Chunking for Document Classification for Urban System Management using Large Language ModelsCode0
Evaluating Negative Sampling Approaches for Neural Topic ModelsCode0
Converting Transformers into DGNNs FormCode0
Cross-Entropy Attacks to Language Models via Rare Event SimulationCode0
On Importance of Layer Pruning for Smaller BERT Models and Low Resource Languages—0
Data-Driven Self-Supervised Graph Representation LearningCode0
Extreme Multi-label Completion for Semantic Document Labelling with Taxonomy-Aware Parallel Learning—0
Zero-Shot Prompting and Few-Shot Fine-Tuning: Revisiting Document Image Classification Using Large Language Models—0
Label Errors in the Tobacco3482 DatasetCode0
WordVIS: A Color Worth A Thousand Words—0
Can Large Language Models Serve as Effective Classifiers for Hierarchical Multi-Label Classification of Scientific Documents at Industrial Scale?—0
HEAL: Hierarchical Embedding Alignment Loss for Improved Retrieval and Representation LearningCode1
Language Model Meets Prototypes: Towards Interpretable Text Classification Models through Prototypical Networks—0
Enhancing Document AI Data Generation Through Graph-Based Synthetic Layouts—0
Clustering Algorithms and RAG Enhancing Semi-Supervised Text Classification with Large LLMs—0
Weakly-supervised diagnosis identification from Italian discharge letters—0
Medical-GAT: Cancer Document Classification Leveraging Graph-Based Residual Network for Scenarios with Limited Data—0
ChuLo: Chunk-Level Key Information Representation for Long Document ProcessingCode0
Text Classification using Graph Convolutional Networks: A Comprehensive Survey—0
Orthogonal Nonnegative Matrix Factorization with the Kullback-Leibler divergenceCode0
Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many ClassesCode1
Manual Verbalizer Enrichment for Few-Shot Text Classification—0
Graph-tree Fusion Model with Bidirectional Information Propagation for Long Document Classification—0
FLAG: Financial Long Document Classification via AMR-based GNNCode0
Document Type Classification using File Names—0
On Importance of Pruning and Distillation for Efficient Low Resource NLP—0
SubRegWeigh: Effective and Efficient Annotation Weighing with Subword RegularizationCode0
Out-of-Distribution Detection with Attention Head Masking for Multimodal Document ClassificationCode0
AutoML-guided Fusion of Entity and LLM-based Representations for Document ClassificationCode0
Diagnosis extraction from unstructured Dutch echocardiogram reports using span- and document-level characteristic classificationCode0
Prompting Encoder Models for Zero-Shot Classification: A Cross-Domain Study in Italian—0
An Improved Method for Class-specific Keyword Extraction: A Case Study in the German Business RegistryCode0
Hierarchical Multi-modal Transformer for Cross-modal Long Document Classification—0
Rapid Biomedical Research Classification: The Pandemic PACT Advanced Categorisation Engine—0
SuperGLEBer: German Language Understanding Evaluation BenchmarkCode1
DocGenome: An Open Large-scale Scientific Document Benchmark for Training and Testing Multi-modal Large Language ModelsCode3
Focus on the Core: Efficient Attention via Pruned Token Compression for Document Classification—0
Auxiliary Knowledge-Induced Learning for Automatic Multi-Label Medical Document Classification—0
Evaluation of large language model performance on the Biomedical Language Understanding and Reasoning Benchmark—0
Length-Aware Multi-Kernel Transformer for Long Document ClassificationCode0
Improving Long Text Understanding with Knowledge Distilled from Summarization Model—0
CICA: Content-Injected Contrastive Alignment for Zero-Shot Document Image Classification—0
Machine Unlearning for Document ClassificationCode0
L3Cube-MahaNews: News-based Short Text and Long Document Classification Datasets in MarathiCode0
GuideWalk: A Novel Graph-Based Word Embedding for Enhanced Text Classification—0
BuDDIE: A Business Document Dataset for Multi-task Information Extraction—0
Developing Healthcare Language Model Embedding Spaces—0
Visually Guided Generative Text-Layout Pre-training for Document IntelligenceCode2
NextLevelBERT: Masked Language Modeling with Higher-Level Representations for Long DocumentsCode1
Show:102550
← PrevPage 1 of 13Next →
All datasetsReuters-21578CoraHOCBBCSportAmazonTwitterAAPDClassicIMDb-MRecipeSciDocs (MAG)SciDocs (MeSH)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ApproxRepSetAccuracy97.17—Unverified
2REL-RWMD k-NNAccuracy95.61—Unverified
3Orthogonalized Soft VSMAccuracy92.65—Unverified
4MAGNETF189.9—Unverified
5VLAWEF189.3—Unverified
6KD-LSTMregF188.9—Unverified
7LSTM-reg (single model)F187—Unverified
8SCDV-MSF182.71—Unverified
#ModelMetricClaimedVerifiedStatus
1ACNetAccuracy83.5—Unverified
2LGCNAccuracy83.3—Unverified
3GATAccuracy83—Unverified
4MoNetAccuracy81.7—Unverified
5DeepWalkAccuracy67.2—Unverified
#ModelMetricClaimedVerifiedStatus
1BioLinkBERT (large)F188.1—Unverified
2NCBI_BERT(large) (P)F187.3—Unverified
3SciFive-largeF186.08—Unverified
4BioGPTMicro F185.12—Unverified
5PubMedBERT uncasedMicro F182.32—Unverified
#ModelMetricClaimedVerifiedStatus
1MPAD-pathAccuracy99.59—Unverified
2Orthogonalized Soft VSMAccuracy97.73—Unverified
3ApproxRepSetAccuracy95.73—Unverified
4REL-RWMD k-NNAccuracy95.18—Unverified
#ModelMetricClaimedVerifiedStatus
1ApproxRepSetAccuracy94.31—Unverified
2Orthogonalized Soft VSMAccuracy93.42—Unverified
3REL-RWMD k-NNAccuracy93.03—Unverified
#ModelMetricClaimedVerifiedStatus
1ApproxRepSetAccuracy72.6—Unverified
2REL-RWMD k-NNAccuracy71.05—Unverified
3Orthogonalized Soft VSMAccuracy69.21—Unverified
#ModelMetricClaimedVerifiedStatus
1KD-LSTMregF172.9—Unverified
2MAGNETF169.6—Unverified
#ModelMetricClaimedVerifiedStatus
1REL-RWMD k-NNAccuracy96.85—Unverified
2ApproxRepSetAccuracy96.24—Unverified
#ModelMetricClaimedVerifiedStatus
1Document Classification Using Importance of SentencesAccuracy54.8—Unverified
2LSTM-reg (single model)Accuracy52.8—Unverified
#ModelMetricClaimedVerifiedStatus
1ApproxRepSetAccuracy59.06—Unverified
2REL-RWMD k-NNAccuracy56.8—Unverified
#ModelMetricClaimedVerifiedStatus
1SPECTERF1 (micro)82—Unverified
2SciNCLF1 (micro)81.4—Unverified
#ModelMetricClaimedVerifiedStatus
1SciNCLF1 (micro)88.7—Unverified
2SPECTERF1 (micro)86.4—Unverified
#ModelMetricClaimedVerifiedStatus
1ConvTextTMAccuracy91.28—Unverified
2HDLTexAccuracy90.93—Unverified
#ModelMetricClaimedVerifiedStatus
1ChuLoAccuracy95.38—Unverified
#ModelMetricClaimedVerifiedStatus
1ChuLoAccuracy64.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MPAD-pathAccuracy89.81—Unverified
#ModelMetricClaimedVerifiedStatus
1BilBOWAAccuracy75—Unverified
#ModelMetricClaimedVerifiedStatus
1BilBOWAAccuracy86.5—Unverified
#ModelMetricClaimedVerifiedStatus
1HDLTexAccuracy86.07—Unverified
#ModelMetricClaimedVerifiedStatus
1HDLTexAccuracy76.58—Unverified
#ModelMetricClaimedVerifiedStatus
1KD-LSTMregAccuracy69.4—Unverified