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 101–150 of 641 papers

TitleStatusHype
Length-Aware Multi-Kernel Transformer for Long Document ClassificationCode0
BL.Research at SemEval-2022 Task 8: Using various Semantic Information to evaluate document-level Semantic Textual SimilarityCode0
Learning Crosslingual Word Embeddings without Bilingual CorporaCode0
Large-Scale Learnable Graph Convolutional NetworksCode0
Corpus-level and Concept-based Explanations for Interpretable Document ClassificationCode0
Learning Longer-term Dependencies in RNNs with Auxiliary LossesCode0
Leveraging Monolingual Data for Crosslingual Compositional Word RepresentationsCode0
A La Carte Embedding: Cheap but Effective Induction of Semantic Feature VectorsCode0
AraDIC: Arabic Document Classification using Image-Based Character Embeddings and Class-Balanced LossCode0
Anytime Active LearningCode0
BilBOWA: Fast Bilingual Distributed Representations without Word AlignmentsCode0
Label Errors in the Tobacco3482 DatasetCode0
Label-Wise Document Pre-Training for Multi-Label Text ClassificationCode0
BibRank: Automatic Keyphrase Extraction Platform Using~MetadataCode0
KATE: K-Competitive Autoencoder for TextCode0
Beyond Document Page Classification: Design, Datasets, and ChallengesCode0
The Pupil Has Become the Master: Teacher-Student Model-Based Word Embedding Distillation with Ensemble LearningCode0
Machine Unlearning for Document ClassificationCode0
LexiPers: An ontology based sentiment lexicon for PersianCode0
CWTM: Leveraging Contextualized Word Embeddings from BERT for Neural Topic ModelingCode0
ChuLo: Chunk-Level Key Information Representation for Long Document ProcessingCode0
MDACE: MIMIC Documents Annotated with Code EvidenceCode0
A Graph Degeneracy-based Approach to Keyword ExtractionCode0
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
Mitigating Uncertainty in Document ClassificationCode0
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
Incorporating Figure Captions and Descriptive Text in MeSH Term IndexingCode0
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
Hierarchical Attentional Hybrid Neural Networks for Document ClassificationCode0
An Evaluation Dataset for Legal Word Embedding: A Case Study On Chinese CodexCode0
Hierarchical Attention Networks for Document ClassificationCode0
Improved Multi-label Classification under Temporal Concept Drift: Rethinking Group-Robust Algorithms in a Label-Wise SettingCode0
Integrating Semantic Knowledge into Lexical Embeddings Based on Information Content MeasurementCode0
Glyce: Glyph-vectors for Chinese Character RepresentationsCode0
Auto-Encoding Dictionary Definitions into Consistent Word EmbeddingsCode0
Authorless Topic Models: Biasing Models Away from Known StructureCode0
GloVe: Global Vectors for Word RepresentationCode0
GVdoc: Graph-based Visual Document ClassificationCode0
Converting Transformers into DGNNs FormCode0
Generative Topic Embedding: a Continuous Representation of Documents (Extended Version with Proofs)Code0
Generalized Sobolev Transport for Probability Measures on a GraphCode0
Generative Topic Embedding: a Continuous Representation of DocumentsCode0
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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