SpotIt+: Verification-based Text-to-SQL Evaluation with Database Constraints | ScienceToStartup | ScienceToStartup

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References (19)

[1]

SpotIt: Evaluating Text-to-SQL Evaluation with Formal Verification

2025Rocky Klopfenstein, Yang He et al.

[2]

SLM-SQL: An Exploration of Small Language Models for Text-to-SQL

2025Lei Sheng, Shuai-Shuai Xu

[3]

Cheaper, Better, Faster, Stronger: Robust Text-to-SQL without Chain-of-Thought or Fine-Tuning

Founder's Pitch

"SpotIt+ enhances Text-to-SQL evaluation by using database constraints to generate realistic discrepancies between queries."

Database Tools•Score: 6•View PDF ↗

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SpotIt+: Verification-based Text-to-SQL Evaluation with Database Constraints

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References (19)

Founder's Pitch

"SpotIt+ enhances Text-to-SQL evaluation by using database constraints to generate realistic discrepancies between queries."

Commercial Viability Breakdown

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SpotIt+: Verification-based Text-to-SQL Evaluation with Database Constraints

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References (19)

Founder's Pitch

"SpotIt+ enhances Text-to-SQL evaluation by using database constraints to generate realistic discrepancies between queries."

Commercial Viability Breakdown

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