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Text Classification Benchmark

Performance Over Time

📊 Showing 21 results | 📏 Metric: Error

Top Performing Models

Rank Model Paper Error Date Code
1 XLNet XLNet: Generalized Autoregressive Pretraining for Language Understanding 4.45 2019-06-19 📦 huggingface/transformers 📦 PaddlePaddle/PaddleNLP 📦 zihangdai/xlnet
2 BERT-ITPT-FiT How to Fine-Tune BERT for Text Classification? 4.80 2019-05-14 📦 xuyige/BERT4doc-Classification 📦 ongunuzaymacar/comparatively-finetuning-bert 📦 uzaymacar/comparatively-finetuning-bert
3 L MIXED Revisiting LSTM Networks for Semi-Supervised Text Classification via Mixed Objective Function 4.95 2020-09-08 📦 DevSinghSachan/ssl_text_classification
4 ULMFiT Universal Language Model Fine-tuning for Text Classification 5.01 2018-01-18 📦 fastai/fastai 📦 mrdbourke/tensorflow-deep-learning 📦 Socialbird-AILab/BERT-Classification-Tutorial
5 DNC+CUW Learning to Remember More with Less Memorization 6.10 2019-01-05 📦 thaihungle/UW-DNC
6 ULMFiT (Small data) Sampling Bias in Deep Active Classification: An Empirical Study 6.30 2019-09-20 📦 Xtra-Computing/thundersvm 📦 drimpossible/Sampling-Bias-Active-Learning
7 CNN Supervised and Semi-Supervised Text Categorization using LSTM for Region Embeddings 6.57 2016-02-07 -
8 EXAM Explicit Interaction Model towards Text Classification 7.00 2018-11-23 📦 NonvolatileMemory/AAAI_2019_EXAM
9 SWEM-concat Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms 7.34 2018-05-24 📦 dinghanshen/SWEM 📦 nyk510/scdv-python
10 Capsule-B Investigating Capsule Networks with Dynamic Routing for Text Classification 7.40 2018-03-29 📦 andyweizhao/capsule_text_classification 📦 andyweizhao/capsule 📦 abhishek-924/Capsule-Network 📦 kevindeangeli/capsuleNetwork

All Papers (21)