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Semantic Parsing

403 directly classified papers

Papers per year

Papers

GRAMMAR-LLM: Grammar-Constrained Natural Language Generation ACL 2025
Skeletons Matter: Dynamic Data Augmentation for Text-to-Query EMNLP 2025
Rethinking Semantic Parsing for Large Language Models: Enhancing LLM Performance with Semantic Hints ACL 2025
PARSQL: Enhancing Text-to-SQL through SQL Parsing and Reasoning ACL 2025
Is Incremental Structure Prediction Process Universal across Languages?: Revisiting Parsing Strategy through Speculation ACL 2025
Enhancing AMR Parsing with Group Relative Policy Optimization ACL 2025
HSGM: Hierarchical Segment-Graph Memory for Scalable Long-Text Semantics EMNLP 2025
TARGA: Targeted Synthetic Data Generation for Practical Reasoning over Structured Data ACL 2025
ZOGRASCOPE: A New Benchmark for Semantic Parsing over Property Graphs EMNLP 2025
Abacus-SQL: A Text-to-SQL System Empowering Cross-Domain and Open-Domain Database Retrieval ACL 2025
SQLForge: Synthesizing Reliable and Diverse Data to Enhance Text-to-SQL Reasoning in LLMs ACL 2025
MAGIC: Generating Self-Correction Guideline for In-Context Text-to-SQL AAAI 2025
Filling Memory Gaps: Enhancing Continual Semantic Parsing via SQL Syntax Variance-Guided LLMs Without Real Data Replay AAAI 2025
Self-Contrastive Loop of Thought Method for Text-to-SQL Based on Large Language Model ACL 2025
Dialect2SQL: A Novel Text-to-SQL Dataset for Arabic Dialects with a Focus on Moroccan Darija COLING 2025
Bridging the Gap with RedSQL: A Russian Text-to-SQL Benchmark for Domain-Specific Applications ACL 2025
Reassessing Graph Linearization for Sequence-to-sequence AMR Parsing: On the Advantages and Limitations of Triple-Based NAACL 2025
Knowledge Base Construction for Knowledge-Augmented Text-to-SQL ACL 2025
Exploiting Task Reversibility of DRS Parsing and Generation: Challenges and Insights from a Multi-lingual Perspective COLING 2025
JOLT-SQL: Joint Loss Tuning of Text-to-SQL with Confusion-aware Noisy Schema Sampling EMNLP 2025
Text2Cypher: Bridging Natural Language and Graph Databases COLING 2025
Mind the Query: A Benchmark Dataset towards Text2Cypher Task EMNLP 2025
STARE at the Structure: Steering ICL Exemplar Selection with Structural Alignment EMNLP 2025
Dynamic Syntactic Feature Filtering and Injecting Networks for Cross-lingual Dependency Parsing AAAI 2025
Grounded Semantic Role Labelling from Synthetic Multimodal Data for Situated Robot Commands EMNLP 2025