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 251–300 of 641 papers

TitleStatusHype
On Importance of Pruning and Distillation for Efficient Low Resource NLP—0
Finding the Needle in a Haystack: Unsupervised Rationale Extraction from Long Text Classifiers—0
Classification of Interviews - A Case Study on Cancer Patients—0
Cross-GCN: Enhancing Graph Convolutional Network with k-Order Feature Interactions—0
Author Profiling from Facebook Corpora—0
Adaptive Dropout with Rademacher Complexity Regularization—0
ConvTextTM: An Explainable Convolutional Tsetlin Machine Framework for Text Classification—0
Convolutions Are All You Need (For Classifying Character Sequences)—0
An Automated Knowledge Mining and Document Classification System with Multi-model Transfer Learning—0
In-depth annotation for patient level liver cancer staging—0
Inducing Crosslingual Distributed Representations of Words—0
An Analysis on Large Language Models in Healthcare: A Case Study of BioBERT—0
A Unified Model for Word Sense Representation and Disambiguation—0
Improving Topic Models with Latent Feature Word Representations—0
Contrastive Training Improves Zero-Shot Classification of Semi-structured Documents—0
Contrastive estimation reveals topic posterior information to linear models—0
Augmentations in Graph Contrastive Learning: Current Methodological Flaws & Towards Better Practices—0
Improving Word Representations via Global Context and Multiple Word Prototypes—0
Contrastive Document Representation Learning with Graph Attention Networks—0
Hierarchical Multi-modal Transformer for Cross-modal Long Document Classification—0
Attribute based Chinese Named Entity Recognition and Disambiguation—0
ADAPTING PRETRAINED LANGUAGE MODELS FOR LONG DOCUMENT CLASSIFICATION—0
An Analysis of Hierarchical Text Classification Using Word Embeddings—0
Improving Neural Language Processing with Named Entities—0
Improving Persian Document Classification Using Semantic Relations between Words—0
Incrementally-Computable Neural Networks: Efficient Inference for Dynamic Inputs—0
Information-theoretic Multi-view Domain Adaptation—0
ATLANTIC: Structure-Aware Retrieval-Augmented Language Model for Interdisciplinary Science—0
Comparison of Representations of Named Entities for Document Classification—0
Hawk: An Industrial-strength Multi-label Document Classifier—0
Hash2Vec, Feature Hashing for Word Embeddings—0
Comparative Study of Long Document Classification—0
HarriGT: A Tool for Linking News to Science—0
Asynchronous Distributed Learning from Constraints—0
HeRo: RoBERTa and Longformer Hebrew Language Models—0
Complex Decomposition of the Negative Distance kernel—0
Complex Inference in Neural Circuits with Probabilistic Population Codes and Topic Models—0
Hierarchical Convolutional Attention Networks for Text Classification—0
An Analysis of a BERT Deep Learning Strategy on a Technology Assisted Review Task—0
Attention over pre-trained Sentence Embeddings for Long Document Classification—0
Improving Document-Level Sentiment Classification Using Importance of Sentences—0
Hierarchical Neural Network Approaches for Long Document Classification—0
GuideWalk: A Novel Graph-Based Word Embedding for Enhanced Text Classification—0
GRASP: Rich Patterns for Argumentation Mining—0
A Survey of Naïve Bayes Machine Learning approach in Text Document Classification—0
Graph-tree Fusion Model with Bidirectional Information Propagation for Long Document Classification—0
Human Centered NLP with User-Factor Adaptation—0
Human in the loop: How to effectively create coherent topics by manually labeling only a few documents per class—0
Human versus Machine Attention in Document Classification: A Dataset with Crowdsourced Annotations—0
Graph Convolutional Networks for Classification with a Structured Label Space—0
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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