3 papers
cs.CL2026
Field Order Should Not Matter: Permutation-Invariant Embedding Model Fine-Tuning for Structured Metadata Retrieval
Aivin V. Solatorio, Olivier Dupriez, Rafael Macalaba
We study retrieval over catalogs of structured metadata, where each record is a small schema whose fields answer different kinds of query. Embedding a record with a text encoder fi…
cs.CL2026
AI for Monitoring and Classifying Data Used in Research Literature
Rafael Macalaba, Aivin V. Solatorio
While platforms like Google Scholar and Semantic Scholar track citations for academic papers, no comparable infrastructure exists for monitoring dataset usage in research literatur…
cs.CL2025
Large Language Models and Synthetic Data for Monitoring Dataset Mentions in Research Papers
Aivin V. Solatorio, Rafael Macalaba, James Liounis
Tracking how data is mentioned and used in research papers provides critical insights for improving data discoverability, quality, and production. However, manually identifying and…