الرئيسية المنصة الوثائق الأخبار الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Question Answering On Quora Question Pairs

المقاييس

Accuracy

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

		Paper Title	Repository
DeBERTa (large)	92.3%	DeBERTa: Decoding-enhanced BERT with Disentangled Attention
XLNet (single model)	92.3%	XLNet: Generalized Autoregressive Pretraining for Language Understanding
ALBERT	90.5%	ALBERT: A Lite BERT for Self-supervised Learning of Language Representations
T5-11B	90.4%	Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
MLM+ subs+ del-span	90.3%	CLEAR: Contrastive Learning for Sentence Representation	-
RoBERTa (ensemble)	90.2%	RoBERTa: A Robustly Optimized BERT Pretraining Approach
ELECTRA	90.1%	ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators
ERNIE 2.0 Large	90.1%	ERNIE 2.0: A Continual Pre-training Framework for Language Understanding
T5-Large 770M	89.9%	Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
ERNIE 2.0 Base	89.8%	ERNIE 2.0: A Continual Pre-training Framework for Language Understanding
T5-3B	89.7%	Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
T5-Base	89.4%	Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
RE2	89.2 %	Simple and Effective Text Matching with Richer Alignment Features
DistilBERT 66M	89.2%	DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter
BigBird	88.6%	Big Bird: Transformers for Longer Sequences
T5-Small	88.0%	Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
SWEM-concat	83.03%	Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms
SqueezeBERT	80.3%	SqueezeBERT: What can computer vision teach NLP about efficient neural networks?
24hBERT	70.7	How to Train BERT with an Academic Budget

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