Imagen de Portada

Pneuma: Leveraging LLMs for Tabular Data Representation and Retrieval in an End-to-End System

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Balaka, Muhammad Imam Luthfi, Alexander, David, Wang, Qiming, Gong, Yue, Krisnadhi, Adila, Fernandez, Raul Castro
Formato:	Preprint
Publicado:	2025
Materias:	Databases Information Retrieval
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

The Pneuma Project: Reifying Information Needs as Relational Schemas to Automate Discovery, Guide Preparation, and Align Data with Intent
por: Balaka, Muhammad Imam Luthfi, et al.
Publicado: (2026)

Demonstration of Pneuma-Seeker: Agentic System for Reifying and Fulfilling Information Needs on Tabular Data
por: Balaka, Muhammad Imam Luthfi, et al.
Publicado: (2026)

Pneuma-Seeker: A Relational Reification Mechanism to Align AI Agents with Human Work over Relational Data
por: Balaka, Muhammad Imam Luthfi, et al.
Publicado: (2026)

AutoPK: Leveraging LLMs and a Hybrid Similarity Metric for Advanced Retrieval of Pharmacokinetic Data from Complex Tables and Documents
por: Sholehrasa, Hossein, et al.
Publicado: (2025)

PentaRAG: Large-Scale Intelligent Knowledge Retrieval for Enterprise LLM Applications
por: Syarubany, Abu Hanif Muhammad, et al.
Publicado: (2025)

NormTab: Improving Symbolic Reasoning in LLMs Through Tabular Data Normalization
por: Nahid, Md Mahadi Hasan, et al.
Publicado: (2024)

An Interactive Multi-modal Query Answering System with Retrieval-Augmented Large Language Models
por: Wang, Mengzhao, et al.
Publicado: (2024)

Fairness-Aware Retrieval Optimization for Retrieval-Augmented Generation
por: Zhao, Yingqi, et al.
Publicado: (2026)

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture
por: Xu, Jingyu, et al.
Publicado: (2024)

Data-Aware Socratic Query Refinement in Database Systems
por: Zhang, Ruiyuan, et al.
Publicado: (2025)

Zero-Shot Topic Classification of Column Headers: Leveraging LLMs for Metadata Enrichment
por: Martorana, Margherita, et al.
Publicado: (2024)

FabricQA-Extractor: A Question Answering System to Extract Information from Documents using Natural Language Questions
por: Wang, Qiming, et al.
Publicado: (2024)

Simplifying Data Integration: SLM-Driven Systems for Unified Semantic Queries Across Heterogeneous Databases
por: Lin, Teng
Publicado: (2025)

BubbleRAG: Evidence-Driven Retrieval-Augmented Generation for Black-Box Knowledge Graphs
por: Pan, Duyi, et al.
Publicado: (2026)

Taxonomy Inference for Tabular Data Using Large Language Models
por: Wu, Zhenyu, et al.
Publicado: (2025)

HyEm: Query-Adaptive Hyperbolic Retrieval for Biomedical Ontologies via Euclidean Vector Indexing
por: Deng, Ou, et al.
Publicado: (2026)

Auto-FP: An Experimental Study of Automated Feature Preprocessing for Tabular Data
por: Qi, Danrui, et al.
Publicado: (2023)

CubeGraph: Efficient Retrieval-Augmented Generation for Spatial and Temporal Data
por: Yang, Mingyu, et al.
Publicado: (2026)

Object-Centric Analysis of XES Event Logs: Integrating OCED Modeling with SPARQL Queries
por: Latif, Saba, et al.
Publicado: (2025)

CARROT: A Learned Cost-Constrained Retrieval Optimization System for RAG
por: Wang, Ziting, et al.
Publicado: (2024)

Retrieval Effectiveness of Enhanced Bibliographic Records.
por: Dillon, Martin, et al.
Publicado: (1990)

Fuzzy Integration of Data Lake Tables
por: Khatiwada, Aamod, et al.
Publicado: (2025)

Computerized Information Storage and Retrieval Systems.
por: Azubuike, Abraham A., et al.
Publicado: (1988)

Learned Data Compression: Challenges and Opportunities for the Future
por: Liu, Qiyu, et al.
Publicado: (2024)

RAGPerf: An End-to-End Benchmarking Framework for Retrieval-Augmented Generation Systems
por: Li, Shaobo, et al.
Publicado: (2026)

Differentiable Geometric Indexing for End-to-End Generative Retrieval
por: Wang, Xujing, et al.
Publicado: (2026)

A Data Structure for Information Retrieval
por: Winings, J. W.
Publicado: (1970)

Compass: General Filtered Search across Vector and Structured Data
por: Ye, Chunxiao, et al.
Publicado: (2025)

Altar: Structuring Sharable Experimental Data from Early Exploration to Publication
por: Gaultier, William, et al.
Publicado: (2026)

Relational Deep Dive: Error-Aware Queries Over Unstructured Data
por: Chao, Daren, et al.
Publicado: (2025)

Attribute Filtering in Approximate Nearest Neighbor Search: An In-depth Experimental Study
por: Li, Mocheng, et al.
Publicado: (2025)

ACORN: Performant and Predicate-Agnostic Search Over Vector Embeddings and Structured Data
por: Patel, Liana, et al.
Publicado: (2024)

On the Costs and Benefits of Learned Indexing for Dynamic High-Dimensional Data: Extended Version
por: Slanináková, Terézia, et al.
Publicado: (2025)

Application of the Variety-Generator Approach to Searches of Personal Names in Bibliographic Data Bases - Part 2. Optimization of Key-Sets, and Evaluation of Their Retrieval Efficiency
por: Fokker, Dirk W., et al.
Publicado: (1974)

DGAI: Decoupled On-Disk Graph-Based ANN Index for Efficient Updates and Queries
por: Lou, Jiahao, et al.
Publicado: (2025)

LIST: Learning to Index Spatio-Textual Data for Embedding based Spatial Keyword Queries
por: Yin, Ziqi, et al.
Publicado: (2024)

ReSearch: A Multi-Stage Machine Learning Framework for Earth Science Data Discovery
por: Sun, Youran, et al.
Publicado: (2026)

Efficient Data-aware Distance Comparison Operations for High-Dimensional Approximate Nearest Neighbor Search
por: Deng, Liwei, et al.
Publicado: (2024)

ASI++: Towards Distributionally Balanced End-to-End Generative Retrieval
por: Liu, Yuxuan, et al.
Publicado: (2024)

Synergizing Data Imputation and Electronic Health Records for Advancing Prostate Cancer Research: Challenges, and Practical Applications
por: Batouche, Abderrahim Oussama, et al.
Publicado: (2023)