3 papers
cs.CL2026
FALCON: A Model and Dataset Agnostic Framework for Synthetic Data Generation for NL2SQL Pairs
Darian Lee, Shannon Rumsey, Jack St. Clair +3
Relational databases are among the most widely deployed forms of structured knowledge, and natural language access to them requires grounding language onto schema entities and rela…
cs.LG2026
Symbolic Mechanistic Data Attribution: Tracing Training Influence to Learned Behavioral Policies
Reza Habibi, Darian Lee, Magy Seif El-Nasr
While existing data attribution methods can identify which training examples build specific mechanistic circuits, they cannot explain how training data shapes the high-level behavi…
cs.LG2026
Beyond Accuracy: Introducing a Symbolic-Mechanistic Approach to Interpretable Evaluation
Reza Habibi, Darian Lee, Magy Seif El-Nasr
Accuracy-based evaluation cannot reliably distinguish genuine generalization from shortcuts like memorization, leakage, or brittle heuristics, especially in small-data regimes. In…