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 276300 of 641 papers

TitleStatusHype
Improving Word Representations via Global Context and Multiple Word Prototypes0
Inducing Crosslingual Distributed Representations of Words0
ATLANTIC: Structure-Aware Retrieval-Augmented Language Model for Interdisciplinary Science0
Comparison of Representations of Named Entities for Document Classification0
Hawk: An Industrial-strength Multi-label Document Classifier0
Hash2Vec, Feature Hashing for Word Embeddings0
Comparative Study of Long Document Classification0
HarriGT: A Tool for Linking News to Science0
Asynchronous Distributed Learning from Constraints0
HeRo: RoBERTa and Longformer Hebrew Language Models0
Complex Decomposition of the Negative Distance kernel0
Complex Inference in Neural Circuits with Probabilistic Population Codes and Topic Models0
Hierarchical Convolutional Attention Networks for Text Classification0
An Analysis of a BERT Deep Learning Strategy on a Technology Assisted Review Task0
Attention over pre-trained Sentence Embeddings for Long Document Classification0
Improve Document Embedding for Text Categorization Through Deep Siamese Neural Network0
Hierarchical Neural Network Approaches for Long Document Classification0
GuideWalk: A Novel Graph-Based Word Embedding for Enhanced Text Classification0
GRASP: Rich Patterns for Argumentation Mining0
A Survey of Naïve Bayes Machine Learning approach in Text Document Classification0
Graph-tree Fusion Model with Bidirectional Information Propagation for Long Document Classification0
Human Centered NLP with User-Factor Adaptation0
Human in the loop: How to effectively create coherent topics by manually labeling only a few documents per class0
Human versus Machine Attention in Document Classification: A Dataset with Crowdsourced Annotations0
Graph Convolutional Networks for Classification with a Structured Label Space0
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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