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 601641 of 641 papers

TitleStatusHype
Human versus Machine Attention in Document Classification: A Dataset with Crowdsourced Annotations0
Hybrid Method of Semi-supervised Learning and Feature Weighted Learning for Domain Adaptation of Document Classification0
Identifying ARDS using the Hierarchical Attention Network with Sentence Objectives Framework0
IITP at IJCNLP-2017 Task 4: Auto Analysis of Customer Feedback using CNN and GRU Network0
Immigration Document Classification and Automated Response Generation0
Importance of Textlines in Historical Document Classification0
Improved Multi-label Classification under Temporal Concept Drift: Rethinking Group-Robust Algorithms in a Label-Wise Setting0
Improve Document Embedding for Text Categorization Through Deep Siamese Neural Network0
Improving Document-Level Sentiment Classification Using Importance of Sentences0
Improving Long Text Understanding with Knowledge Distilled from Summarization Model0
Improving Neural Language Processing with Named Entities0
Improving Persian Document Classification Using Semantic Relations between Words0
Improving Topic Models with Latent Feature Word Representations0
Improving Word Representations via Global Context and Multiple Word Prototypes0
Incrementally-Computable Neural Networks: Efficient Inference for Dynamic Inputs0
In-depth annotation for patient level liver cancer staging0
Inducing Crosslingual Distributed Representations of Words0
Information-theoretic Multi-view Domain Adaptation0
Integration of Knowledge Graph Embedding Into Topic Modeling with Hierarchical Dirichlet Process0
Intelligent Document Processing -- Methods and Tools in the real world0
Interpretable Low-Rank Document Representations with Label-Dependent Sparsity Patterns0
Interpretable Research Replication Prediction via Variational Contextual Consistency Sentence Masking0
Inverted indexing for cross-lingual NLP0
Irregularity Detection in Categorized Document Corpora0
JOINTLY LEARNING TOPIC SPECIFIC WORD AND DOCUMENT EMBEDDING0
Joint Training for Learning Cross-lingual Embeddings with Sub-word Information without Parallel Corpora0
Keeping Consistency of Sentence Generation and Document Classification with Multi-Task Learning0
Keyphrase Extraction in Scientific Articles: A Supervised Approach0
KIT-Multi: A Translation-Oriented Multilingual Embedding Corpus0
Knowledge-based Document Classification with Shannon Entropy0
KoBigBird-large: Transformation of Transformer for Korean Language Understanding0
L3Cube-MahaNews: News-based Short Text and Long Document Classification Datasets in Marathi0
Labeled Anchors and a Scalable, Transparent, and Interactive Classifier0
LaFiCMIL: Rethinking Large File Classification from the Perspective of Correlated Multiple Instance Learning0
Language Independent Sentiment Analysis with Sentiment-Specific Word Embeddings0
Language Model Meets Prototypes: Towards Interpretable Text Classification Models through Prototypical Networks0
Large Language Model Prompt Chaining for Long Legal Document Classification0
Large language models in healthcare and medical domain: A review0
Learning bilingual word embeddings with (almost) no bilingual data0
Learning Concept Embeddings for Efficient Bag-of-Concepts Densification0
Learning Cross-lingual Representations with Matrix Factorization0
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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