PaN-Finder

PaN-Finder Max Novelli and the SIMS team (DMSC - ESS) DAPHNE4NFDI lecture series, 2025-10-28 2025-10-28 DAPHNE4NFDI LECTURE SERIES - 2025/10/28 2 The beginning Greg Razoky on Unsplash DAPHNE4NFDI LECTURE SERIES - 2025/10/28 3 PaNOSC Data Portal DAPHNE4NFDI LECTURE SERIES - 2025/10/28 4 Success!!! Data Portal Federated Search PaNOSC Search Data catalog ESS Facilities Infrastructure PaNOSC Infrastructure ESRF ILL Max IV PSI DAPHNE4NFDI LECTURE SERIES - 2025/10/28 5 Few Challenges ●The project ended. Supported as in-kind contribution ●Connection between federated and local search APIs is not robust ●Local search APIs are hard to monitor ●Data curation at each facility varies a lot DAPHNE4NFDI LECTURE SERIES - 2025/10/28 6 User Experience DAPHNE4NFDI LECTURE SERIES - 2025/10/28 7 The Vision DAPHNE4NFDI LECTURE SERIES - 2025/10/28 8 The requirements Centralized Natural Language Artificial Intelligence Retrieval Augmented Generation Asynchronous data collection DAPHNE4NFDI LECTURE SERIES - 2025/10/28 9 The idea I’m writing a new proposal for a new experiment to study the changes in molecular structure of a new synthetic carbon based material bonding with human blood red cells. I’m interested in running the experiments at a normal human body temperature. Can you show me related publications and similar proposals? Have similar experiments already been conducted? In-vivo experiments with synthetic carbon based materials has been already performed and you can find information about them in the following resources: ●Resource 1 (URL 1) ●Resource 2 (URL 2) I have not found information regarding new synthetic carbon based materials bonding with human blood red cells, but relevant information might be found in the following resources: ●Resource 3 (URL 3) ●Resource 4 (URL 4) You also might want to check the following open datasets as they have been acquired from human blood red cells at normal body temperature: ●Dataset 1, RI, DOI ●Dataset 2, RI, DOI ●Dataset 3, RI, DOI DAPHNE4NFDI LECTURE SERIES - 2025/10/28 16 User Prompt Components DAPHNE4NFDI LECTURE SERIES - 2025/10/28 17 Demo EOSC BUILD-UP GROUP MEETING #7 - 2025/10/02 18 Query Examples Query #1 Find datasets where lungs from a covid patient where scanned DOI: 10.15151/ESRF-ES-436648953 Query #2: Can you find me documents where elephants are equal to apples DOI: ????? Bonus Query: 1) Find reflectivity datasets on small samples, surface < 1cm2 2) Find reflectivity datasets on small samples with surface < 1cm2 3) Find reflectometry datasets on small samples with surface < 1cm2 4) Find datasets on small samples with surface < 1cm2 acquired with reflectometry technique DOI: 10.15151/ESRF-ES-1824853946 EOSC BUILD-UP GROUP MEETING #7 - 2025/10/02 19 Query #1: prompt EOSC BUILD-UP GROUP MEETING #7 - 2025/10/02 20 Query #1: Results EOSC BUILD-UP GROUP MEETING #7 - 2025/10/02 21 Query #1: details EOSC BUILD-UP GROUP MEETING #7 - 2025/10/02 22 Query #2: prompt and results DAPHNE4NFDI LECTURE SERIES - 2025/10/28 23 What’s next? DAPHNE4NFDI LECTURE SERIES - 2025/10/28 24 Current and future work ●Benchmarking ●More Testing: ●Different models (size, cost, performance) ●Prompt Engineering ●Model fine tuning ●Refine Natural Language Response ●Automating Data Collection ●Driving better data curation ●User feedback: 1-on-1 sessions, answers validation, and more Thank you for your attention Max Novelli max.no[email protected] Thanks to Janos Babik and the SIMS team Questions?