Paraphrase Identification On Quora Question

المقاييس

Accuracy

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Accuracy	Paper Title	Repository
MwAN	89.12	Multiway Attention Networks for Modeling Sentence Pairs
XLNet-Large (ensemble)	90.3	XLNet: Generalized Autoregressive Pretraining for Language Understanding
RoBERTa-large 355M + Entailment as Few-shot Learner	-	Entailment as Few-Shot Learner
ERNIE	-	ERNIE: Enhanced Language Representation with Informative Entities
ASA + BERT-base	-	Adversarial Self-Attention for Language Understanding
TRANS-BLSTM	88.28	TRANS-BLSTM: Transformer with Bidirectional LSTM for Language Understanding	-
RealFormer	91.34	RealFormer: Transformer Likes Residual Attention
SplitEE-S	-	SplitEE: Early Exit in Deep Neural Networks with Split Computing
SMART-BERT	-	SMART: Robust and Efficient Fine-Tuning for Pre-trained Natural Language Models through Principled Regularized Optimization
MT-DNN	89.6	Multi-Task Deep Neural Networks for Natural Language Understanding
GenSen	87.01	Learning General Purpose Distributed Sentence Representations via Large Scale Multi-task Learning
ASA + RoBERTa	-	Adversarial Self-Attention for Language Understanding
DIIN	89.06	Natural Language Inference over Interaction Space
FNet-Large	-	FNet: Mixing Tokens with Fourier Transforms
1-3[0.8pt/2pt] Random	80	Self-Explaining Structures Improve NLP Models
StructBERTRoBERTa ensemble	90.7	StructBERT: Incorporating Language Structures into Pre-training for Deep Language Understanding	-
BERT-Base	-	Intrinsic Dimensionality Explains the Effectiveness of Language Model Fine-Tuning	-
BiMPM	88.17	Bilateral Multi-Perspective Matching for Natural Language Sentences
FreeLB	74.8	SMART: Robust and Efficient Fine-Tuning for Pre-trained Natural Language Models through Principled Regularized Optimization
BERT-LARGE	-	BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

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