4 papers
Extracting Dataset Mentions in Forced Displacement and FCV Documents: A Weakly Supervised Framework with LLM-Based Label Refinement
Rafael Macalaba, Aivin V. Solatorio, Patrick Michael Brock +1
Development and humanitarian organizations produce and support surveys, administrative registries, and other data resources to inform research, policy, and operations, yet systemat…
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…
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…
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…