Evidence-Guided Schema Normalization for Temporal Tabular Reasoning
This work addresses challenges in reasoning over evolving tables by using SQL generation guided by a generated 3NF schema derived from Wikipedia infoboxes. The approach shows that high-quality schema design is more critical for accuracy than the LLM's capacity, proving that structured database representations significantly outperform treating evolving data as simple text.