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Text Classification Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 BERT-ITPT-FiT How to Fine-Tune BERT for Text Classification? 77.62 2019-05-14 📦 xuyige/BERT4doc-Classification 📦 ongunuzaymacar/comparatively-finetuning-bert 📦 uzaymacar/comparatively-finetuning-bert
2 DELTA (HAN) DELTA: A DEep learning based Language Technology plAtform 75.10 2019-08-02 📦 didi/delta 📦 Delta-ML/delta
3 EXAM Explicit Interaction Model towards Text Classification 74.80 2018-11-23 📦 NonvolatileMemory/AAAI_2019_EXAM
4 DNC+CUW Learning to Remember More with Less Memorization 74.30 2019-01-05 📦 thaihungle/UW-DNC
5 ULMFiT (Small data) Sampling Bias in Deep Active Classification: An Empirical Study 74.30 2019-09-20 📦 Xtra-Computing/thundersvm 📦 drimpossible/Sampling-Bias-Active-Learning
6 CCCapsNet Compositional Coding Capsule Network with K-Means Routing for Text Classification 73.85 2018-10-22 📦 leftthomas/CCCapsNet
7 SWEM-concat Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms 73.53 2018-05-24 📦 dinghanshen/SWEM 📦 nyk510/scdv-python
8 FastText Bag of Tricks for Efficient Text Classification 72.30 2016-07-06 📦 facebookresearch/fastText 📦 graykode/nlp-tutorial 📦 brightmart/text_classification
9 Seq2CNN(50) Abstractive Text Classification Using Sequence-to-convolution Neural Networks 55.39 2018-05-20 📦 tgisaturday/Seq2CNN

All Papers (9)

xuyige/BERT4doc-Classification ongunuzaymacar/comparatively-finetuning-bert
didi/delta Delta-ML/delta
NonvolatileMemory/AAAI_2019_EXAM
thaihungle/UW-DNC
Xtra-Computing/thundersvm drimpossible/Sampling-Bias-Active-Learning
leftthomas/CCCapsNet
dinghanshen/SWEM nyk510/scdv-python
facebookresearch/fastText graykode/nlp-tutorial
tgisaturday/Seq2CNN