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Text To Sql On Spider

Metrics

Exact Match Accuracy (Dev)
Exact Match Accuracy (Test)
Execution Accuracy (Test)

Results

Performance results of various models on this benchmark

Model Name
Exact Match Accuracy (Dev)
Exact Match Accuracy (Test)
Execution Accuracy (Test)
Paper TitleRepository
T5-3B + PICARD75.571.9 75.1PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models
MSc-SQL--84.7MSc-SQL: Multi-Sample Critiquing Small Language Models For Text-To-SQL Translation
T5-3B+NatSQL+Token Preprocessing69.4-78Improving Generalization in Language Model-Based Text-to-SQL Semantic Parsing: Two Simple Semantic Boundary-Based Techniques
datagpt-sql-7B + InvalidSQL-Feedback81.6--DataGpt-SQL-7B: An Open-Source Language Model for Text-to-SQL-
SADGA + GAP73.170.1-SADGA: Structure-Aware Dual Graph Aggregation Network for Text-to-SQL
MAPO + TABERTLarge (K = 3)64.5--TaBERT: Pretraining for Joint Understanding of Textual and Tabular Data
T5-SR77.272.475.2T5-SR: A Unified Seq-to-Seq Decoding Strategy for Semantic Parsing
DAIL-SQL + GPT-4 + Self-Consistency74.4-86.6Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation
code-davinci-002 175B (LEVER)---LEVER: Learning to Verify Language-to-Code Generation with Execution
PET-SQL-66.687.6PET-SQL: A Prompt-Enhanced Two-Round Refinement of Text-to-SQL with Cross-consistency
RESDSQL-3B + NatSQL80.572.079.9RESDSQL: Decoupling Schema Linking and Skeleton Parsing for Text-to-SQL
MARLO + Claude 2.1--84.0Learning Metadata-Agnostic Representations for Text-to-SQL In-Context Example Selection-
DIN-SQL + GPT-4-6085.3DIN-SQL: Decomposed In-Context Learning of Text-to-SQL with Self-Correction
RYANSQL (BERT)66.658.2-RYANSQL: Recursively Applying Sketch-based Slot Fillings for Complex Text-to-SQL in Cross-Domain Databases
Graphix-3B+PICARD77.1-77.6Graphix-T5: Mixing Pre-Trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing
datagpt-sql-7B80.3--DataGpt-SQL-7B: An Open-Source Language Model for Text-to-SQL-
C3 + ChatGPT + Zero-Shot--82.3C3: Zero-shot Text-to-SQL with ChatGPT
RATSQL + GAP71.8--Learning Contextual Representations for Semantic Parsing with Generation-Augmented Pre-Training
XiYan-SQL--89.65A Preview of XiYan-SQL: A Multi-Generator Ensemble Framework for Text-to-SQL
DELLM + GPT-4---Knowledge-to-SQL: Enhancing SQL Generation with Data Expert LLM-
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