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 1–25 of 641 papers

TitleStatusHype
FlashAttention: Fast and Memory-Efficient Exact Attention with IO-AwarenessCode6
BioGPT: Generative Pre-trained Transformer for Biomedical Text Generation and MiningCode4
Pre-Training with Whole Word Masking for Chinese BERTCode3
DocGenome: An Open Large-scale Scientific Document Benchmark for Training and Testing Multi-modal Large Language ModelsCode3
Visually Guided Generative Text-Layout Pre-training for Document IntelligenceCode2
LinkBERT: Pretraining Language Models with Document LinksCode2
One Configuration to Rule Them All? Towards Hyperparameter Transfer in Topic Models using Multi-Objective Bayesian OptimizationCode2
Document Classification for COVID-19 LiteratureCode1
Data Programming by Demonstration: A Framework for Interactively Learning Labeling FunctionsCode1
SPECTER: Document-level Representation Learning using Citation-informed TransformersCode1
Aspect-based Document Similarity for Research PapersCode1
DocBERT: BERT for Document ClassificationCode1
A Comparative Study of Pretrained Language Models for Long Clinical TextCode1
A Corpus for Multilingual Document Classification in Eight LanguagesCode1
ChordMixer: A Scalable Neural Attention Model for Sequences with Different LengthsCode1
Bridge Correlational Neural Networks for Multilingual Multimodal Representation LearningCode1
Classification Benchmarks for Under-resourced Bengali Language based on Multichannel Convolutional-LSTM NetworkCode1
Benchmarking for Biomedical Natural Language Processing Tasks with a Domain Specific ALBERTCode1
ANLS* -- A Universal Document Processing Metric for Generative Large Language ModelsCode1
Pre-training technique to localize medical BERT and enhance biomedical BERTCode1
Are Large Language Models Ready for Healthcare? A Comparative Study on Clinical Language UnderstandingCode1
Can a Fruit Fly Learn Word Embeddings?Code1
Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERTCode1
ContraDoc: Understanding Self-Contradictions in Documents with Large Language ModelsCode1
Balancing Methods for Multi-label Text Classification with Long-Tailed Class DistributionCode1
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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