4 papers
"Skill Issues'': Data-Centric Optimization of Lakehouse Agents
Nicole Rose Schneider, Davide Ghilardi, Giacomo Piccinini +1
Coding agents are becoming users of data infrastructure, but their success depends not only on model quality: it also depends on the skills and environment files that teach agents…
3D Spatial Pattern Matching
Nicole R. Schneider, Avik Das, Lukas Arzoumanidis +3
Spatial pattern matching is the process of matching query entities and constraints with database entities and relations. It has many applications, including similar region search,…
Graph-Enhanced Large Language Models for Spatial Search
Nicole R. Schneider, Kent O'Sullivan, Hanan Samet
There have been many recent improvements in the ability of Large Language Models (LLMs) to perform complex tasks and answer domain-specific questions through techniques like Retrie…
DistRAG: Towards Distance-Based Spatial Reasoning in LLMs
Nicole R Schneider, Nandini Ramachandran, Kent O'Sullivan +1
Many real world tasks where Large Language Models (LLMs) can be used require spatial reasoning, like Point of Interest (POI) recommendation and itinerary planning. However, on thei…