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 101150 of 641 papers

TitleStatusHype
Bridging the domain gap in cross-lingual document classificationCode0
Learning Crosslingual Word Embeddings without Bilingual CorporaCode0
BL.Research at SemEval-2022 Task 8: Using various Semantic Information to evaluate document-level Semantic Textual SimilarityCode0
Large-Scale Learnable Graph Convolutional NetworksCode0
Label Errors in the Tobacco3482 DatasetCode0
Corpus-level and Concept-based Explanations for Interpretable Document ClassificationCode0
Label-Wise Document Pre-Training for Multi-Label Text ClassificationCode0
Learning Longer-term Dependencies in RNNs with Auxiliary LossesCode0
A La Carte Embedding: Cheap but Effective Induction of Semantic Feature VectorsCode0
Anytime Active LearningCode0
BilBOWA: Fast Bilingual Distributed Representations without Word AlignmentsCode0
Length-Aware Multi-Kernel Transformer for Long Document ClassificationCode0
BibRank: Automatic Keyphrase Extraction Platform Using~MetadataCode0
Can Reasoning LLMs Enhance Clinical Document Classification?Code0
Integrating Semantic Knowledge into Lexical Embeddings Based on Information Content MeasurementCode0
Discriminative Topic Mining via Category-Name Guided Text EmbeddingCode0
Inter and Intra Topic Structure Learning with Word EmbeddingsCode0
Light-Weighted CNN for Text ClassificationCode0
Beyond Document Page Classification: Design, Datasets, and ChallengesCode0
The Pupil Has Become the Master: Teacher-Student Model-Based Word Embedding Distillation with Ensemble LearningCode0
KATE: K-Competitive Autoencoder for TextCode0
L3Cube-MahaNews: News-based Short Text and Long Document Classification Datasets in MarathiCode0
Learning to Skim TextCode0
Modular Multimodal Architecture for Document ClassificationCode0
CWTM: Leveraging Contextualized Word Embeddings from BERT for Neural Topic ModelingCode0
MELO: Enhancing Model Editing with Neuron-Indexed Dynamic LoRACode0
A Graph Degeneracy-based Approach to Keyword ExtractionCode0
Improved Multi-label Classification under Temporal Concept Drift: Rethinking Group-Robust Algorithms in a Label-Wise SettingCode0
Improving Conversational Question Answering Systems after Deployment using Feedback-Weighted LearningCode0
An Improved Method for Class-specific Keyword Extraction: A Case Study in the German Business RegistryCode0
Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling MechanismsCode0
A General-Purpose Multilingual Document EncoderCode0
An Exploration of Hierarchical Attention Transformers for Efficient Long Document ClassificationCode0
BabyBear: Cheap inference triage for expensive language modelsCode0
An Explainable CNN Approach for Medical Codes Prediction from Clinical TextCode0
``Why Should I Trust You?'': Explaining the Predictions of Any ClassifierCode0
A Systematic Comparison of Architectures for Document-Level Sentiment ClassificationCode0
AutoML-guided Fusion of Entity and LLM-based Representations for Document ClassificationCode0
Automation of Citation Screening for Systematic Literature Reviews using Neural Networks: A Replicability StudyCode0
Adaptively Connected Neural NetworksCode0
An Evaluation Dataset for Legal Word Embedding: A Case Study On Chinese CodexCode0
Hierarchical Attentional Hybrid Neural Networks for Document ClassificationCode0
Hierarchical Attention Networks for Document ClassificationCode0
GloVe: Global Vectors for Word RepresentationCode0
Auto-Encoding Dictionary Definitions into Consistent Word EmbeddingsCode0
Glyce: Glyph-vectors for Chinese Character RepresentationsCode0
Geometric deep learning on graphs and manifolds using mixture model CNNsCode0
Authorless Topic Models: Biasing Models Away from Known StructureCode0
Converting Transformers into DGNNs FormCode0
Generative Topic Embedding: a Continuous Representation of DocumentsCode0
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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