paper-with-me

Text Classification 벤치마크

Text Classification on Amazon-5

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Error 낮을수록 좋음

31.67 33.03 34.39 35.76 37.12 2019-04 2026-11 BERT Finetune + UDA — 37.12 (2019-04-29) BERT Finetune + UDA — 37.12 (2019-04-29) XLNet — 31.67 (2019-06-19) XLNet — 31.67 (2019-06-19) ULMFiT (Small data) — 35.9 (2019-09-20) ULMFiT (Small data) — 35.9 (2019-09-20) BERT Finetune + UDA — 37.12 (2019-04-29) XLNet — 31.67 (2019-06-19)
RankModel Error PaperCodeYear
1 XLNet 31.67 XLNet: Generalized Autoregressive Pretraining for Language Understanding huggingface/transformers · PaddlePaddle/PaddleNLP · zihangdai/xlnet · +24 2019
2 ULMFiT (Small data) 35.9 Sampling Bias in Deep Active Classification: An Empirical Study Xtra-Computing/thundersvm · drimpossible/Sampling-Bias-Active-Learning 2019
3 BERT Finetune + UDA 37.12 Unsupervised Data Augmentation for Consistency Training google-research/uda · SanghunYun/UDA_pytorch · ildoonet/unsupervised-data-augmentation · +17 2019
4 XLNet 31.67 XLNet: Generalized Autoregressive Pretraining for Language Understanding huggingface/transformers · PaddlePaddle/PaddleNLP · zihangdai/xlnet · +24 2019
5 ULMFiT (Small data) 35.9 Sampling Bias in Deep Active Classification: An Empirical Study Xtra-Computing/thundersvm · drimpossible/Sampling-Bias-Active-Learning 2019
6 BERT Finetune + UDA 37.12 Unsupervised Data Augmentation for Consistency Training google-research/uda · SanghunYun/UDA_pytorch · ildoonet/unsupervised-data-augmentation · +17 2019
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