BDI-Kit Demo: A Toolkit for Programmable and Conversational Data Harmonization
Roque Lopez, Yurong Liu, Christos Koutras, Juliana Freire
SIGMOD (Demo) [paper][code][video]
BDIViz in Action: Interactive Curation and Benchmarking for Schema Matching Methods
Eden Wu, Christos Koutras, Cláudio Silva, Juliana Freire
SIGMOD (Demo) [paper][code][video]
BDI-Kit: An AI-powered Toolkit for Biomedical Data Harmonization
Roque Lopez, Aécio Santos, Christos Koutras, Juliana Freire
Patterns [paper][code]
Interactive Data Harmonization with LLM Agents: Opportunities and Challenges
Aécio Santos, Eduardo H. M. Pena, Roque Lopez, Juliana Freire
NOVAS@SIGMOD [paper][code][video]
BDIViz: An Interactive Visualization System for Biomedical Schema Matching with LLM-Powered Validation
Eden Wu, Dishita G Turakhia, Guande Wu, Christos Koutras, Sarah Keegan,
Wenke Liu, Beata Szeitz, David Fenyo, Cláudio Silva, Juliana Freire
VIS [paper][code][video]
Large Language Models for Data Discovery and Integration: Challenges and Opportunities
Juliana Freire, Grace Fan, Benjamin Feuer, Christos Koutras, Yurong Liu, Eduardo Pena, Aécio Santos, Cláudio Silva, Eden Wu
IEEE Data Engineering Bulletin [paper]
Magneto: Combining Small and Large Language Models for Schema Matching
Yurong Liu, Eduardo Pena, Aécio Santos, Eden Wu, Juliana Freire
VLDB [paper][code]
Data Gatherer: LLM-Powered Dataset Reference Extraction from Scientific Literature
Pietro Marini, Aécio Santos, Nicole Contaxis, Juliana Freire
SDP [paper][code]
Gene Set Function Discovery with LLM-Based Agents and Knowledge Retrieval
Daniela Pinto Veizaga, Aécio Santos, Juliana Freire, Wenke Liu, Sarah Keegan, David Fenyo
MLGenX@ICLR [paper][code]
Enhancing Biomedical Schema Matching with LLM-based Training Data Generation
Yurong Liu, Aécio Santos, Eduardo Pena, Roque Lopez, Eden Wu, Juliana Freire
TRL@NeurIPS [paper]