HyperAI초신경

홈 뉴스 최신 연구 논문 튜토리얼 데이터셋 백과사전 SOTA LLM 모델 GPU 랭킹 컨퍼런스

한국어

HyperAI초신경

Semantic Parsing On Spider

평가 지표

Accuracy

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	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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