Amalgam: Hybrid LLM-PGM Synthesis Algorithm for Accuracy and Realism
Fuente:
arXiv
Saved in:
| Main Authors: | Kapenekakis, Antheas, Thomsen, Bent, Hose, Katja, Albano, Michele |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Cut Costs, Not Accuracy: LLM-Powered Data Processing with Guarantees
by: Zeighami, Sepanta, et al.
Published: (2025)
by: Zeighami, Sepanta, et al.
Published: (2025)
DFIN-SQL: Integrating Focused Schema with DIN-SQL for Superior Accuracy in Large-Scale Databases
by: Volvovsky, Shai, et al.
Published: (2024)
by: Volvovsky, Shai, et al.
Published: (2024)
A Graph-Native Approach to Normalization
by: Schrott, Johannes, et al.
Published: (2026)
by: Schrott, Johannes, et al.
Published: (2026)
Increasing the LLM Accuracy for Question Answering: Ontologies to the Rescue!
by: Allemang, Dean, et al.
Published: (2024)
by: Allemang, Dean, et al.
Published: (2024)
LLM-Powered Proactive Data Systems
by: Zeighami, Sepanta, et al.
Published: (2025)
by: Zeighami, Sepanta, et al.
Published: (2025)
CQE under Epistemic Dependencies: Algorithms and Experiments (extended version)
by: Marconi, Lorenzo, et al.
Published: (2025)
by: Marconi, Lorenzo, et al.
Published: (2025)
LLM+Graph@VLDB'2025 Workshop Summary
by: Fang, Yixiang, et al.
Published: (2026)
by: Fang, Yixiang, et al.
Published: (2026)
Making Databases Faster with LLM Evolutionary Sampling
by: Erol, Mehmet Hamza, et al.
Published: (2026)
by: Erol, Mehmet Hamza, et al.
Published: (2026)
LLM/Agent-as-Data-Analyst: A Survey
by: Tang, Zirui, et al.
Published: (2025)
by: Tang, Zirui, et al.
Published: (2025)
Scaling GraphLLM with Bilevel-Optimized Sparse Querying
by: Peng, Yangzhe, et al.
Published: (2026)
by: Peng, Yangzhe, et al.
Published: (2026)
Scalable and Explainable Enterprise Knowledge Discovery Using Graph-Centric Hybrid Retrieval
by: Rao, Nilima, et al.
Published: (2025)
by: Rao, Nilima, et al.
Published: (2025)
Interactive Data Harmonization with LLM Agents: Opportunities and Challenges
by: Santos, Aécio, et al.
Published: (2025)
by: Santos, Aécio, et al.
Published: (2025)
Selective Use of Yannakakis' Algorithm to Improve Query Performance: Machine Learning to the Rescue
by: Böhm, Daniela, et al.
Published: (2025)
by: Böhm, Daniela, et al.
Published: (2025)
PIPE-RDF: An LLM-Assisted Pipeline for Enterprise RDF Benchmarking
by: Ranganath, Suraj
Published: (2026)
by: Ranganath, Suraj
Published: (2026)
Credo: Declarative Control of LLM Pipelines via Beliefs and Policies
by: Lu, Duo, et al.
Published: (2026)
by: Lu, Duo, et al.
Published: (2026)
GPU-Accelerated Algorithms for Graph Vector Search: Taxonomy, Empirical Study, and Research Directions
by: Liu, Yaowen, et al.
Published: (2026)
by: Liu, Yaowen, et al.
Published: (2026)
Research Challenges in Relational Database Management Systems for LLM Queries
by: Akillioglu, Kerem, et al.
Published: (2025)
by: Akillioglu, Kerem, et al.
Published: (2025)
CoddLLM: Empowering Large Language Models for Data Analytics
by: Zhang, Jiani, et al.
Published: (2025)
by: Zhang, Jiani, et al.
Published: (2025)
LLM-assisted Labeling Function Generation for Semantic Type Detection
by: Li, Chenjie, et al.
Published: (2024)
by: Li, Chenjie, et al.
Published: (2024)
Conflict Detection for Temporal Knowledge Graphs:A Fast Constraint Mining Algorithm and New Benchmarks
by: Chen, Jianhao, et al.
Published: (2023)
by: Chen, Jianhao, et al.
Published: (2023)
QUITE: A Query Rewrite System Beyond Rules with LLM Agents
by: Song, Yuyang, et al.
Published: (2025)
by: Song, Yuyang, et al.
Published: (2025)
Knowledge Graph Construction for Stock Markets with LLM-Based Explainable Reasoning
by: Lee, Cheonsol, et al.
Published: (2025)
by: Lee, Cheonsol, et al.
Published: (2025)
AskDB: An LLM Agent for Natural Language Interaction with Relational Databases
by: Phan, Xuan-Quang, et al.
Published: (2025)
by: Phan, Xuan-Quang, et al.
Published: (2025)
A System and Benchmark for LLM-based Q&A on Heterogeneous Data
by: Fokoue, Achille, et al.
Published: (2024)
by: Fokoue, Achille, et al.
Published: (2024)
AGRO-SQL: Agentic Group-Relative Optimization with High-Fidelity Data Synthesis
by: Yang, Cehua, et al.
Published: (2025)
by: Yang, Cehua, et al.
Published: (2025)
Navigating Tabular Data Synthesis Research: Understanding User Needs and Tool Capabilities
by: R., Maria F. Davila, et al.
Published: (2024)
by: R., Maria F. Davila, et al.
Published: (2024)
Automated Standardization of Legacy Biomedical Metadata Using an Ontology-Constrained LLM Agent
by: Hardi, Josef, et al.
Published: (2026)
by: Hardi, Josef, et al.
Published: (2026)
TableNet A Large-Scale Table Dataset with LLM-Powered Autonomous
by: Zhang, Ruilin, et al.
Published: (2026)
by: Zhang, Ruilin, et al.
Published: (2026)
SpecDB: LLM-Generated Customized Databases via Feature-Oriented Decomposition
by: Lou, Yunkai, et al.
Published: (2026)
by: Lou, Yunkai, et al.
Published: (2026)
ARCADE: A Real-Time Data System for Hybrid and Continuous Query Processing across Diverse Data Modalities
by: Yang, Jingyi, et al.
Published: (2025)
by: Yang, Jingyi, et al.
Published: (2025)
Thucy: An LLM-based Multi-Agent System for Claim Verification across Relational Databases
by: Theologitis, Michael, et al.
Published: (2025)
by: Theologitis, Michael, et al.
Published: (2025)
Beyond Relational: Semantic-Aware Multi-Modal Analytics with LLM-Native Query Optimization
by: Zhu, Junhao, et al.
Published: (2025)
by: Zhu, Junhao, et al.
Published: (2025)
Stream2LLM: Overlap Context Streaming and Prefill for Reduced Time-to-First-Token (TTFT)
by: Bachkaniwala, Rajveer, et al.
Published: (2026)
by: Bachkaniwala, Rajveer, et al.
Published: (2026)
LLM4Hint: Leveraging Large Language Models for Hint Recommendation in Offline Query Optimization
by: Liu, Suchen, et al.
Published: (2025)
by: Liu, Suchen, et al.
Published: (2025)
FlexiDataGen: An Adaptive LLM Framework for Dynamic Semantic Dataset Generation in Sensitive Domains
by: Jelodar, Hamed, et al.
Published: (2025)
by: Jelodar, Hamed, et al.
Published: (2025)
SWE-SQL: Illuminating LLM Pathways to Solve User SQL Issues in Real-World Applications
by: Li, Jinyang, et al.
Published: (2025)
by: Li, Jinyang, et al.
Published: (2025)
Is Long Context All You Need? Leveraging LLM's Extended Context for NL2SQL
by: Chung, Yeounoh, et al.
Published: (2025)
by: Chung, Yeounoh, et al.
Published: (2025)
RACOON: An LLM-based Framework for Retrieval-Augmented Column Type Annotation with a Knowledge Graph
by: Wei, Lindsey Linxi, et al.
Published: (2024)
by: Wei, Lindsey Linxi, et al.
Published: (2024)
Enhancing Crash Frequency Modeling Based on Augmented Multi-Type Data by Hybrid VAE-Diffusion-Based Generative Neural Networks
by: Chen, Junlan, et al.
Published: (2025)
by: Chen, Junlan, et al.
Published: (2025)
Toward Real-World Table Agents: Capabilities, Workflows, and Design Principles for LLM-based Table Intelligence
by: Tian, Jiaming, et al.
Published: (2025)
by: Tian, Jiaming, et al.
Published: (2025)
Similar Items
-
Cut Costs, Not Accuracy: LLM-Powered Data Processing with Guarantees
by: Zeighami, Sepanta, et al.
Published: (2025) -
DFIN-SQL: Integrating Focused Schema with DIN-SQL for Superior Accuracy in Large-Scale Databases
by: Volvovsky, Shai, et al.
Published: (2024) -
A Graph-Native Approach to Normalization
by: Schrott, Johannes, et al.
Published: (2026) -
Increasing the LLM Accuracy for Question Answering: Ontologies to the Rescue!
by: Allemang, Dean, et al.
Published: (2024) -
LLM-Powered Proactive Data Systems
by: Zeighami, Sepanta, et al.
Published: (2025)