HyperAI超神经

首页资讯论文教程数据集百科 SOTA LLM 模型天梯 GPU 天梯顶会

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HyperAI超神经

Sentiment Analysis On Yelp Fine Grained

评估指标

Error

评测结果

各个模型在此基准测试上的表现结果

模型名称	Error	Paper Title	Repository
ULMFiT	29.98	Universal Language Model Fine-tuning for Text Classification	-
BERT_base+ITPT	29.42	How to Fine-Tune BERT for Text Classification?	-
DNC+CUW	34.40	Learning to Remember More with Less Memorization	-
BERT_large+ITPT	28.62	How to Fine-Tune BERT for Text Classification?	-
XLNet	27.05	XLNet: Generalized Autoregressive Pretraining for Language Understanding	-
SVDCNN	46.80	Squeezed Very Deep Convolutional Neural Networks for Text Classification	-
BiLSTM generalized pooling	33.45	Enhancing Sentence Embedding with Generalized Pooling	-
CCCapsNet	34.15	Compositional Coding Capsule Network with K-Means Routing for Text Classification	-
Char-level CNN	37.95	Character-level Convolutional Networks for Text Classification	-
SWEM-hier	36.21	Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms	-
DRNN	30.85	Disconnected Recurrent Neural Networks for Text Categorization	-
BERT large finetune UDA	32.08	Unsupervised Data Augmentation for Consistency Training	-
BERT large	29.32	Unsupervised Data Augmentation for Consistency Training	-
LEAM	35.91	Joint Embedding of Words and Labels for Text Classification	-
CNN	32.39	Supervised and Semi-Supervised Text Categorization using LSTM for Region Embeddings	-
FastText	36.1	Bag of Tricks for Efficient Text Classification	-
DPCNN	30.58	Deep Pyramid Convolutional Neural Networks for Text Categorization

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Sentiment Analysis On Yelp Fine Grained | SOTA | HyperAI超神经