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

العربية

Semantic Parsing On Spider

المقاييس

Accuracy

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Accuracy	Paper Title	Repository
code-davinci-002 175B (LEVER)	81.9	LEVER: Learning to Verify Language-to-Code Generation with Execution
T5-3B + PICARD	71.9	PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models
RATSQL + BERT	65.6	RAT-SQL: Relation-Aware Schema Encoding and Linking for Text-to-SQL Parsers
RESDSQL-3B + NatSQL	84.1	RESDSQL: Decoupling Schema Linking and Skeleton Parsing for Text-to-SQL
Exact Set Matching	19.7	Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task
Graphix-3B + PICARD	74.0	Graphix-T5: Mixing Pre-Trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing
SADGA + GAP	70.1	SADGA: Structure-Aware Dual Graph Aggregation Network for Text-to-SQL
RASAT+PICARD	75.5	RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQL
RATSQL + GAP	69.7	Learning Contextual Representations for Semantic Parsing with Generation-Augmented Pre-Training
RATSQL + Grammar-Augmented Pre-Training	69.6	GraPPa: Grammar-Augmented Pre-Training for Table Semantic Parsing

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