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 151–200 of 641 papers

TitleStatusHype
Feature Extraction Using Deep Generative Models for Bangla Text Classification on a New Comprehensive Dataset—0
Accelerated materials language processing enabled by GPT—0
Large Language Model Prompt Chaining for Long Legal Document Classification—0
LaFiCMIL: Rethinking Large File Classification from the Perspective of Correlated Multiple Instance Learning—0
Incrementally-Computable Neural Networks: Efficient Inference for Dynamic Inputs—0
UMLS-KGI-BERT: Data-Centric Knowledge Integration in Transformers for Biomedical Entity Recognition—0
Can Model Fusing Help Transformers in Long Document Classification? An Empirical StudyCode0
Attention over pre-trained Sentence Embeddings for Long Document Classification—0
MDACE: MIMIC Documents Annotated with Code EvidenceCode0
Unsupervised Sentiment Analysis of Plastic Surgery Social Media Posts—0
On Evaluation of Document Classification using RVL-CDIP—0
Evaluation of ChatGPT on Biomedical Tasks: A Zero-Shot Comparison with Fine-Tuned Generative Transformers—0
Transformer-Based UNet with Multi-Headed Cross-Attention Skip Connections to Eliminate Artifacts in Scanned Documents—0
End-to-End Document Classification and Key Information Extraction using Assignment Optimization—0
GVdoc: Graph-based Visual Document ClassificationCode0
Neural Natural Language Processing for Long Texts: A Survey on Classification and Summarization—0
DUBLIN -- Document Understanding By Language-Image Network—0
CWTM: Leveraging Contextualized Word Embeddings from BERT for Neural Topic ModelingCode0
DLUE: Benchmarking Document Language Understanding—0
A General-Purpose Multilingual Document EncoderCode0
Leveraging BERT Language Model for Arabic Long Document Classification—0
A New Information Theory of Certainty for Machine Learning—0
HeRo: RoBERTa and Longformer Hebrew Language Models—0
Disentangling Structure and Style: Political Bias Detection in News by Inducing Document HierarchyCode0
A semi-automatic method for document classification in the shipping industry—0
Finding the Needle in a Haystack: Unsupervised Rationale Extraction from Long Text Classifiers—0
Neural Nonnegative Matrix Factorization for Hierarchical Multilayer Topic Modeling—0
Elementwise Language Representation—0
MatKB: Semantic Search for Polycrystalline Materials Synthesis ProceduresCode0
FewShotTextGCN: K-hop neighborhood regularization for few-shot learning on graphs—0
ClassBases at CASE-2022 Multilingual Protest Event Detection Tasks: Multilingual Protest News Detection and Automatically Replicating Manually Created Event DatasetsCode0
Hawk: An Industrial-strength Multi-label Document Classifier—0
Human in the loop: How to effectively create coherent topics by manually labeling only a few documents per class—0
Generalised Spherical Text Embedding—0
Text Representation Enrichment Utilizing Graph based Approaches: Stock Market Technical Analysis Case Study—0
Extended Multilingual Protest News Detection -- Shared Task 1, CASE 2021 and 2022—0
Processing Long Legal Documents with Pre-trained Transformers: Modding LegalBERT and Longformer—0
Evaluating Out-of-Distribution Performance on Document Image ClassifiersCode0
An Exploration of Hierarchical Attention Transformers for Efficient Long Document ClassificationCode0
Contrastive Training Improves Zero-Shot Classification of Semi-structured Documents—0
CNN-Trans-Enc: A CNN-Enhanced Transformer-Encoder On Top Of Static BERT representations for Document Classification—0
Flexible Job Classification with Zero-Shot Learning—0
BL.Research at SemEval-2022 Task 8: Using various Semantic Information to evaluate document-level Semantic Textual SimilarityCode0
D2GCLF: Document-to-Graph Classifier for Legal Document Classification—0
Bi-VLDoc: Bidirectional Vision-Language Modeling for Visually-Rich Document Understanding—0
Supervised Dictionary Learning with Auxiliary CovariatesCode0
Knowledge-based Document Classification with Shannon Entropy—0
Enriching Epidemiological Thematic Features For Disease Surveillance Corpora Classification—0
UMUTextStats: A linguistic feature extraction tool for Spanish—0
ConvTextTM: An Explainable Convolutional Tsetlin Machine Framework for Text Classification—0
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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