semantic parsing

955 papers

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Also known as

SEMQL SP

Co-occurring keywords

question answering (2904) large language model (12755) abstract meaning representation (186) neural network (6616) meaning representation (98) compositional generalization (201) logical form (75) knowledge graph (1795) zero-shot learning (3637) natural language understanding (845)

Papers

A Solver-in-the-Loop Framework for Improving LLMs on Answer Set Programming for Logic Puzzle Solving AAAI 2026

LogicCat: A Chain-of-Thought Text-to-SQL Benchmark for Complex Reasoning AAAI 2026

NOVAID: Natural-language Observability Visualization Assistant for ITOps Dashboard Widget Generation AAAI 2026

Beyond Chains: Bridging Large Language Models and Knowledge Bases in Complex Question Answering AAAI 2026

AutoAnoEval: Semantic-Aware Model Selection via Tree-Guided LLM Reasoning for Tabular Anomaly Detection EACL 2026

NL2Logic: AST-Guided Translation of Natural Language into First-Order Logic with Large Language Models EACL 2026

BIRDTurk: Adaptation of the BIRD Text-to-SQL Dataset to Turkish EACL 2026

Language Models and Logic Programs for Trustworthy Tax Reasoning AAAI 2026

Do LLMs Really Struggle at NL-FOL Translation? Revealing Their Strengths via a Novel Benchmarking Strategy AAAI 2026

LLM+AL: Bridging Large Language Models and Action Languages for Complex Reasoning About Actions AAAI 2025

Correcting on Graph: Faithful Semantic Parsing over Knowledge Graphs with Large Language Models ACL 2025

Self-Contrastive Loop of Thought Method for Text-to-SQL Based on Large Language Model ACL 2025

Exploiting Task Reversibility of DRS Parsing and Generation: Challenges and Insights from a Multi-lingual Perspective COLING 2025

Declarative Techniques for NL Queries over Heterogeneous Data EMNLP 2025

Do LLMs Encode Frame Semantics? Evidence from Frame Identification EMNLP 2025

CogSQL: A Cognitive Framework for Enhancing Large Language Models in Text-to-SQL Translation AAAI 2025

Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning ACL 2025

Enhancing AMR Parsing with Group Relative Policy Optimization ACL 2025

Reassessing Graph Linearization for Sequence-to-sequence AMR Parsing: On the Advantages and Limitations of Triple-Based NAACL 2025

MRT at SemEval-2025 Task 8: Maximizing Recovery from Tables with Multiple Steps ACL 2025

TARGA: Targeted Synthetic Data Generation for Practical Reasoning over Structured Data ACL 2025

Learning First-Order Logic Rules for Argumentation Mining ACL 2025

Dialect2SQL: A Novel Text-to-SQL Dataset for Arabic Dialects with a Focus on Moroccan Darija COLING 2025

Ambiguity and Disagreement in Abstract Meaning Representation COLING 2025

SQUAB: Evaluating LLM robustness to Ambiguous and Unanswerable Questions in Semantic Parsing EMNLP 2025