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

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

Declarative Techniques for NL Queries over Heterogeneous Data EMNLP 2025

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

Iterative Repair with Weak Verifiers for Few-shot Transfer in KBQA with Unanswerability ACL 2025

Information Extraction from Visually Rich Documents using LLM-based Organization of Documents into Independent Textual Segments ACL 2025

On the Limit of Language Models as Planning Formalizers ACL 2025

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

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

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

QA-Noun: Representing Nominal Semantics via Natural Language Question-Answer Pairs IJCNLP 2025

Semantic Captioning: Benchmark Dataset and Graph-Aware Few-Shot In-Context Learning for SQL2Text COLING 2025

Learning First-Order Logic Rules for Argumentation Mining ACL 2025

Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning ACL 2025

Enhancing AMR Parsing with Group Relative Policy Optimization ACL 2025

Injecting Structured Knowledge into LLMs via Graph Neural Networks ACL 2025

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

Ambiguity and Disagreement in Abstract Meaning Representation COLING 2025

Discarding the Crutches: Adaptive Parameter-Efficient Expert Meta-Learning for Continual Semantic Parsing COLING 2025

Diverse In-Context Example Selection After Decomposing Programs and Aligned Utterances Improves Semantic Parsing NAACL 2025

Integrating Answer Set Programming and Large Language Models for Enhanced Structured Representation of Complex Knowledge in Natural Language IJCAI 2025

Where, What, Why: Towards Explainable Driver Attention Prediction ICCV 2025

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

ZOGRASCOPE: A New Benchmark for Semantic Parsing over Property Graphs EMNLP 2025

AlphaPro at SemEval-2025 Task 8: A Code Generation Approach for Question-Answering over Tabular Data ACL 2025

Mind the Query: A Benchmark Dataset towards Text2Cypher Task EMNLP 2025