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

Showing 51100 of 641 papers

TitleStatusHype
Multi-label Few/Zero-shot Learning with Knowledge Aggregated from Multiple Label GraphsCode1
TopicBERT for Energy Efficient Document ClassificationCode1
Text Classification Using Label Names Only: A Language Model Self-Training ApproachCode1
Aspect-based Document Similarity for Research PapersCode1
Neural RST-based Evaluation of Discourse CoherenceCode1
Data Programming by Demonstration: A Framework for Interactively Learning Labeling FunctionsCode1
LSD-C: Linearly Separable Deep ClustersCode1
Improving accuracy and speeding up Document Image Classification through parallel systemsCode1
Document Classification for COVID-19 LiteratureCode1
Pre-training technique to localize medical BERT and enhance biomedical BERTCode1
Minimally Supervised Categorization of Text with MetadataCode1
Massively Multilingual Sparse Word RepresentationsCode1
SPECTER: Document-level Representation Learning using Citation-informed TransformersCode1
Keyword Assisted Topic ModelsCode1
Classification Benchmarks for Under-resourced Bengali Language based on Multichannel Convolutional-LSTM NetworkCode1
Pairwise Multi-Class Document Classification for Semantic Relations between Wikipedia ArticlesCode1
MAGNET: Multi-Label Text Classification using Attention-based Graph Neural NetworkCode1
Multilingual Twitter Corpus and Baselines for Evaluating Demographic Bias in Hate Speech RecognitionCode1
Improving Document Classification with Multi-Sense EmbeddingsCode1
ZEN: Pre-training Chinese Text Encoder Enhanced by N-gram RepresentationsCode1
Hierarchical Transformers for Long Document ClassificationCode1
MultiFiT: Efficient Multi-lingual Language Model Fine-tuningCode1
Transfer Learning in Biomedical Natural Language Processing: An Evaluation of BERT and ELMo on Ten Benchmarking DatasetsCode1
Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERTCode1
DocBERT: BERT for Document ClassificationCode1
Massively Multilingual Sentence Embeddings for Zero-Shot Cross-Lingual Transfer and BeyondCode1
HPI-DHC at TREC 2018 Precision Medicine TrackCode1
Improving Language Understanding by Generative Pre-TrainingCode1
A Corpus for Multilingual Document Classification in Eight LanguagesCode1
Graph Attention NetworksCode1
HDLTex: Hierarchical Deep Learning for Text ClassificationCode1
On Calibration of Modern Neural NetworksCode1
Semi-Supervised Classification with Graph Convolutional NetworksCode1
Revisiting Semi-Supervised Learning with Graph EmbeddingsCode1
Bridge Correlational Neural Networks for Multilingual Multimodal Representation LearningCode1
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 Languages0
Data-Driven Self-Supervised Graph Representation LearningCode0
Extreme Multi-label Completion for Semantic Document Labelling with Taxonomy-Aware Parallel Learning0
Zero-Shot Prompting and Few-Shot Fine-Tuning: Revisiting Document Image Classification Using Large Language Models0
Label Errors in the Tobacco3482 DatasetCode0
WordVIS: A Color Worth A Thousand Words0
Can Large Language Models Serve as Effective Classifiers for Hierarchical Multi-Label Classification of Scientific Documents at Industrial Scale?0
Language Model Meets Prototypes: Towards Interpretable Text Classification Models through Prototypical Networks0
Enhancing Document AI Data Generation Through Graph-Based Synthetic Layouts0
Clustering Algorithms and RAG Enhancing Semi-Supervised Text Classification with Large LLMs0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ApproxRepSetAccuracy97.17Unverified
2REL-RWMD k-NNAccuracy95.61Unverified
3Orthogonalized Soft VSMAccuracy92.65Unverified
4MAGNETF189.9Unverified
5VLAWEF189.3Unverified
6KD-LSTMregF188.9Unverified
7LSTM-reg (single model)F187Unverified
8SCDV-MSF182.71Unverified
#ModelMetricClaimedVerifiedStatus
1ACNetAccuracy83.5Unverified
2LGCNAccuracy83.3Unverified
3GATAccuracy83Unverified
4MoNetAccuracy81.7Unverified
5DeepWalkAccuracy67.2Unverified
#ModelMetricClaimedVerifiedStatus
1BioLinkBERT (large)F188.1Unverified
2NCBI_BERT(large) (P)F187.3Unverified
3SciFive-largeF186.08Unverified
4BioGPTMicro F185.12Unverified
5PubMedBERT uncasedMicro F182.32Unverified
#ModelMetricClaimedVerifiedStatus
1MPAD-pathAccuracy99.59Unverified
2Orthogonalized Soft VSMAccuracy97.73Unverified
3ApproxRepSetAccuracy95.73Unverified
4REL-RWMD k-NNAccuracy95.18Unverified
#ModelMetricClaimedVerifiedStatus
1ApproxRepSetAccuracy94.31Unverified
2Orthogonalized Soft VSMAccuracy93.42Unverified
3REL-RWMD k-NNAccuracy93.03Unverified
#ModelMetricClaimedVerifiedStatus
1ApproxRepSetAccuracy72.6Unverified
2REL-RWMD k-NNAccuracy71.05Unverified
3Orthogonalized Soft VSMAccuracy69.21Unverified
#ModelMetricClaimedVerifiedStatus
1KD-LSTMregF172.9Unverified
2MAGNETF169.6Unverified
#ModelMetricClaimedVerifiedStatus
1REL-RWMD k-NNAccuracy96.85Unverified
2ApproxRepSetAccuracy96.24Unverified
#ModelMetricClaimedVerifiedStatus
1Document Classification Using Importance of SentencesAccuracy54.8Unverified
2LSTM-reg (single model)Accuracy52.8Unverified
#ModelMetricClaimedVerifiedStatus
1ApproxRepSetAccuracy59.06Unverified
2REL-RWMD k-NNAccuracy56.8Unverified
#ModelMetricClaimedVerifiedStatus
1SPECTERF1 (micro)82Unverified
2SciNCLF1 (micro)81.4Unverified
#ModelMetricClaimedVerifiedStatus
1SciNCLF1 (micro)88.7Unverified
2SPECTERF1 (micro)86.4Unverified
#ModelMetricClaimedVerifiedStatus
1ConvTextTMAccuracy91.28Unverified
2HDLTexAccuracy90.93Unverified
#ModelMetricClaimedVerifiedStatus
1ChuLoAccuracy95.38Unverified
#ModelMetricClaimedVerifiedStatus
1ChuLoAccuracy64.4Unverified
#ModelMetricClaimedVerifiedStatus
1MPAD-pathAccuracy89.81Unverified
#ModelMetricClaimedVerifiedStatus
1BilBOWAAccuracy75Unverified
#ModelMetricClaimedVerifiedStatus
1BilBOWAAccuracy86.5Unverified
#ModelMetricClaimedVerifiedStatus
1HDLTexAccuracy86.07Unverified
#ModelMetricClaimedVerifiedStatus
1HDLTexAccuracy76.58Unverified
#ModelMetricClaimedVerifiedStatus
1KD-LSTMregAccuracy69.4Unverified