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المنصة
الرئيسية
SOTA
تصنيف النصوص
Text Classification On Trec 6
Text Classification On Trec 6
المقاييس
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النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
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اسم النموذج
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Paper Title
TM-Glove
9.96
Enhancing Interpretable Clauses Semantically using Pretrained Word Representation
byte mLSTM7
9.6
A La Carte Embedding: Cheap but Effective Induction of Semantic Feature Vectors
DELTA (CNN)
7.8
DELTA: A DEep learning based Language Technology plAtform
SWEM-aver
7.8
Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms
Capsule-B
7.2
Investigating Capsule Networks with Dynamic Routing for Text Classification
STM+TSED+PT+2L
7.04
The Pupil Has Become the Master: Teacher-Student Model-Based Word Embedding Distillation with Ensemble Learning
GRU-RNN-GLOVE
7.0
All-but-the-Top: Simple and Effective Postprocessing for Word Representations
MPAD-path
6.2
Message Passing Attention Networks for Document Understanding
VLAWE
5.8
Vector of Locally-Aggregated Word Embeddings (VLAWE): A Novel Document-level Representation
C-LSTM
5.4
A C-LSTM Neural Network for Text Classification
CoVe
4.2
Learned in Translation: Contextualized Word Vectors
CNN+MCFA
4
Translations as Additional Contexts for Sentence Classification
TBCNN
4
Discriminative Neural Sentence Modeling by Tree-Based Convolution
LSTM-CNN
3.9
Text Classification Improved by Integrating Bidirectional LSTM with Two-dimensional Max Pooling
ULMFiT
3.6
Universal Language Model Fine-tuning for Text Classification
BERT-ITPT-FiT
3.2
How to Fine-Tune BERT for Text Classification?
RoBERTa+DualCL
2.60
Dual Contrastive Learning: Text Classification via Label-Aware Data Augmentation
USE_T+CNN
1.93
Universal Sentence Encoder
Automatic Label Error Correction
0.40
The Re-Label Method For Data-Centric Machine Learning
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