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cs.CL2026
PolySQL: Scaling Text-to-SQL Evaluation Across SQL Dialects via Automated Backend Isomorphism
Yotam Perlitz, Elad Venezian, Corentin Royer +2
SQL dialects vary in syntax, types, and functions across database engines. Text-to-SQL benchmarks, however, predominantly support only SQLite. This creates a critical evaluation ga…
cs.CL2026
Process Supervision for Chain-of-Thought Reasoning via Monte Carlo Net Information Gain
Corentin Royer, Debarun Bhattacharjya, Gaetano Rossiello +2
Multi-step reasoning improves the capabilities of large language models (LLMs) but increases the risk of errors propagating through intermediate steps. Process reward models (PRMs)…