Semantic Parsing

HSGM: Hierarchical Segment-Graph Memory for Scalable Long-Text Semantics EMNLP 2025 JOLT-SQL: Joint Loss Tuning of Text-to-SQL with Confusion-aware Noisy Schema Sampling EMNLP 2025 Knowledge Base Construction for Knowledge-Augmented Text-to-SQL ACL 2025 MAGIC: Generating Self-Correction Guideline for In-Context Text-to-SQL AAAI 2025 Mind the Query: A Benchmark Dataset towards Text2Cypher Task EMNLP 2025 PARSQL: Enhancing Text-to-SQL through SQL Parsing and Reasoning ACL 2025 Reassessing Graph Linearization for Sequence-to-sequence AMR Parsing: On the Advantages and Limitations of Triple-Based NAACL 2025 Rethinking Semantic Parsing for Large Language Models: Enhancing LLM Performance with Semantic Hints ACL 2025 Self-Contrastive Loop of Thought Method for Text-to-SQL Based on Large Language Model ACL 2025 Skeletons Matter: Dynamic Data Augmentation for Text-to-Query EMNLP 2025 SQLForge: Synthesizing Reliable and Diverse Data to Enhance Text-to-SQL Reasoning in LLMs ACL 2025 SQLSpace: A Representation Space for Text-to-SQL to Discover and Mitigate Robustness Gaps EMNLP 2025 SQUiD: Synthesizing Relational Databases from Unstructured Text EMNLP 2025 STARE at the Structure: Steering ICL Exemplar Selection with Structural Alignment EMNLP 2025 STARQA: A Question Answering Dataset for Complex Analytical Reasoning over Structured Databases EMNLP 2025 TARGA: Targeted Synthetic Data Generation for Practical Reasoning over Structured Data ACL 2025 Text2Cypher: Bridging Natural Language and Graph Databases COLING 2025 ZOGRASCOPE: A New Benchmark for Semantic Parsing over Property Graphs EMNLP 2025 AMBROSIA: A Benchmark for Parsing Ambiguous Questions into Database Queries NeurIPS 2024 Annotating FrameNet via Structure-Conditioned Language Generation ACL 2024 Cross-lingual Back-Parsing: Utterance Synthesis from Meaning Representation for Zero-Resource Semantic Parsing EMNLP 2024 Grab What You Need: Rethinking Complex Table Structure Recognition with Flexible Components Deliberation AAAI 2024 Handling Ontology Gaps in Semantic Parsing NAACL 2024 Holistic Exploration on Universal Decompositional Semantic Parsing: Architecture, Data Augmentation, and LLM Paradigm ACL 2024 How Proficient Are Large Language Models in Formal Languages? An In-Depth Insight for Knowledge Base Question Answering ACL 2024