Dynamic Hybrid Relation Network for Cross-Domain Context-Dependent Semantic Parsing Jan 5, 2021 Dialogue State Tracking Inductive Bias
Code Code Available Optimizing Deeper Transformers on Small Datasets Dec 30, 2020 Reading Comprehension Semantic Parsing
Code Code Available Bridging Textual and Tabular Data for Cross-Domain Text-to-SQL Semantic Parsing Dec 23, 2020 Decoder Deep Attention
Code Code Available Learning Contextual Representations for Semantic Parsing with Generation-Augmented Pre-Training Dec 18, 2020 Language Modeling Language Modelling
Code Code Available IGSQL: Database Schema Interaction Graph Based Neural Model for Context-Dependent Text-to-SQL Generation Nov 11, 2020 Text to SQL Text-To-SQL
Code Code Available Did You Ask a Good Question? A Cross-Domain Question Intention Classification Benchmark for Text-to-SQL Oct 23, 2020 Text to SQL Text-To-SQL
Code Code Available DuoRAT: Towards Simpler Text-to-SQL Models Oct 21, 2020 Text to SQL Text-To-SQL
Code Code Available Semantic Evaluation for Text-to-SQL with Distilled Test Suites Oct 6, 2020 Text to SQL Text-To-SQL
Code Code Available A Pilot Study of Text-to-SQL Semantic Parsing for Vietnamese Oct 5, 2020 Language Modeling Language Modelling
Code Code Available GraPPa: Grammar-Augmented Pre-Training for Table Semantic Parsing Sep 29, 2020 Inductive Bias Language Modeling
Code Code Available Grounded Adaptation for Zero-shot Executable Semantic Parsing Sep 16, 2020 Data Augmentation Dialogue State Tracking
Code Code Available Hybrid Ranking Network for Text-to-SQL Aug 11, 2020 Language Modeling Language Modelling
Code Code Available ValueNet: A Natural Language-to-SQL System that Learns from Database Information May 29, 2020 Text-To-SQL
Code Code Available TaBERT: Pretraining for Joint Understanding of Textual and Tabular Data May 17, 2020 Form Semantic Parsing
Code Code Available An Imitation Game for Learning Semantic Parsers from User Interaction May 2, 2020 Imitation Learning Text to SQL
Code Code Available RYANSQL: Recursively Applying Sketch-based Slot Fillings for Complex Text-to-SQL in Cross-Domain Databases Apr 7, 2020 Position slot-filling
Code Code Available RAT-SQL: Relation-Aware Schema Encoding and Linking for Text-to-SQL Parsers Nov 10, 2019 Relation Semantic Parsing
Code Code Available Model-based Interactive Semantic Parsing: A Unified Framework and A Text-to-SQL Case Study Oct 11, 2019 Semantic Parsing Text to SQL
Code Code Available Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation May 20, 2019 Text to SQL Text-To-SQL
Code Code Available Non-local Neural Networks Nov 21, 2017 Action Classification Action Recognition
Code Code Available Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning Aug 31, 2017 reinforcement-learning Reinforcement Learning
Code Code Available CogniSQL-R1-Zero: Lightweight Reinforced Reasoning for Efficient SQL Generation Jul 8, 2025 Reinforcement Learning (RL) TAG
— Unverified SWE-SQL: Illuminating LLM Pathways to Solve User SQL Issues in Real-World Applications Jun 23, 2025 Text to SQL Text-To-SQL
— Unverified Bridging the Gap Between Open-Source and Proprietary LLMs in Table QA Jun 11, 2025 Code Generation Language Modeling
Code Code Available LLM-Driven Data Generation and a Novel Soft Metric for Evaluating Text-to-SQL in Aviation MRO Jun 11, 2025 Text to SQL Text-To-SQL
— Unverified HI-SQL: Optimizing Text-to-SQL Systems through Dynamic Hint Integration Jun 11, 2025 Hint Generation Text to SQL
— Unverified SDE-SQL: Enhancing Text-to-SQL Generation in Large Language Models via Self-Driven Exploration with SQL Probes Jun 8, 2025 Text to SQL Text-To-SQL
— Unverified SQLens: An End-to-End Framework for Error Detection and Correction in Text-to-SQL Jun 4, 2025 Text to SQL Text-To-SQL
— Unverified Pi-SQL: Enhancing Text-to-SQL with Fine-Grained Guidance from Pivot Programming Languages Jun 1, 2025 Text to SQL Text-To-SQL
— Unverified SHARE: An SLM-based Hierarchical Action CorREction Assistant for Text-to-SQL May 31, 2025 Text to SQL Text-To-SQL
— Unverified Exploring the Landscape of Text-to-SQL with Large Language Models: Progresses, Challenges and Opportunities May 28, 2025 Text to SQL Text-To-SQL
— Unverified Calibrating LLMs for Text-to-SQL Parsing by Leveraging Sub-clause Frequencies May 27, 2025 SQL Parsing Text to SQL
— Unverified DCG-SQL: Enhancing In-Context Learning for Text-to-SQL with Deep Contextual Schema Link Graph May 26, 2025 In-Context Learning Text to SQL
— Unverified Meta-aware Learning in text-to-SQL Large Language Model May 25, 2025 Language Modeling Language Modelling
— Unverified Structuring the Unstructured: A Multi-Agent System for Extracting and Querying Financial KPIs and Guidance May 25, 2025 Natural Language Queries Retrieval
— Unverified LogicCat: A Chain-of-Thought Text-to-SQL Benchmark for Multi-Domain Reasoning Challenges May 24, 2025 Benchmarking Mathematical Reasoning
Code Code Available SchemaGraphSQL: Efficient Schema Linking with Pathfinding Graph Algorithms for Text-to-SQL on Large-Scale Databases May 23, 2025 Text to SQL Text-To-SQL
— Unverified BiomedSQL: Text-to-SQL for Scientific Reasoning on Biomedical Knowledge Bases May 23, 2025 Causal Inference scientific discovery
Code Code Available UNJOIN: Enhancing Multi-Table Text-to-SQL Generation via Schema Simplification May 23, 2025 Retrieval Text to SQL
— Unverified LLM-Powered Agents for Navigating Venice's Historical Cadastre May 22, 2025 Hallucination Natural Language Queries
— Unverified JOLT-SQL: Joint Loss Tuning of Text-to-SQL with Confusion-aware Noisy Schema Sampling May 20, 2025 Text to SQL Text-To-SQL
Code Code Available Cheaper, Better, Faster, Stronger: Robust Text-to-SQL without Chain-of-Thought or Fine-Tuning May 20, 2025 Code Generation Text to SQL
— Unverified ReEx-SQL: Reasoning with Execution-Aware Reinforcement Learning for Text-to-SQL May 19, 2025 Text to SQL Text-To-SQL
— Unverified SQLForge: Synthesizing Reliable and Diverse Data to Enhance Text-to-SQL Reasoning in LLMs May 19, 2025 Diversity Text to SQL
— Unverified Ambiguity Resolution in Text-to-Structured Data Mapping May 16, 2025 Text to SQL Text-To-SQL
— Unverified TARGET: Benchmarking Table Retrieval for Generative Tasks May 14, 2025 Benchmarking Representation Learning
— Unverified VTS-LLM: Domain-Adaptive LLM Agent for Enhancing Awareness in Vessel Traffic Services through Natural Language May 2, 2025 Management Natural Language Queries
Code Code Available When Reasoning Beats Scale: A 1.5B Reasoning Model Outranks 13B LLMs as Discriminator Apr 30, 2025 Text to SQL Text-To-SQL
Code Code Available Fact-Consistency Evaluation of Text-to-SQL Generation for Business Intelligence Using Exaone 3.5 Apr 30, 2025 Arithmetic Reasoning Text to SQL
— Unverified Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning Apr 23, 2025 reinforcement-learning Reinforcement Learning
— Unverified 