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 326350 of 641 papers

TitleStatusHype
Hierarchical Transformers for Long Document ClassificationCode1
Progress Notes Classification and Keyword Extraction using Attention-based Deep Learning Models with BERT0
Learning Only from Relevant Keywords and Unlabeled Documents0
ADAPTING PRETRAINED LANGUAGE MODELS FOR LONG DOCUMENT CLASSIFICATION0
Neural Generative Rhetorical Structure Parsing0
Enriching BERT with Knowledge Graph Embeddings for Document ClassificationCode0
Document classification methods0
Bridging the domain gap in cross-lingual document classificationCode0
A Robust Hybrid Approach for Textual Document ClassificationCode0
MultiFiT: Efficient Multi-lingual Language Model Fine-tuningCode1
Turning silver into gold: error-focused corpus reannotation with active learning0
Discriminative Topic Mining via Category-Name Guided Text EmbeddingCode0
Successive Projection Algorithm Robust to Outliers0
Multi-Relational Classification via Bayesian Ranked Non-Linear Embeddings0
Incorporating Figure Captions and Descriptive Text in MeSH Term IndexingCode0
Argument Component Classification by Relation Identification by Neural Network and TextRank0
Analysing Representations of Memory Impairment in a Clinical Notes Classification Model0
Mitigating Uncertainty in Document ClassificationCode0
Multimodal deep networks for text and image-based document classificationCode0
Neural Temporality Adaptation for Document Classification: Diachronic Word Embeddings and Domain Adaptation ModelsCode0
Unsupervised Learning of Discourse-Aware Text Representation for Essay ScoringCode0
Pentagon at MEDIQA 2019: Multi-task Learning for Filtering and Re-ranking Answers using Language Inference and Question Entailment0
Pre-Training with Whole Word Masking for Chinese BERTCode3
Transfer Learning in Biomedical Natural Language Processing: An Evaluation of BERT and ELMo on Ten Benchmarking DatasetsCode1
Learning Unsupervised Multilingual Word Embeddings with Incremental Multilingual Hubs0
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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