Author(s): Tiyasa Mukherjee Originally published on Towards AI. This article walks through the evolution of reasoning methods for large language models — from simple prompting (Zero-Shot, CoT) to advanced frameworks (ToT, GoT, BoT). It focuses on concepts, comparisons, and practical applicability, making …

Author(s): Tiyasa Mukherjee Originally published on Towards AI. This article explores how a typical Natural Language to SQL (NLQ-to-SQL) pipeline works, why its evaluation is critical, and introduces key metrics — including LLM-based, rule-based, and mathematical approaches — to measure its accuracy …