Monte Carlo Tree Search with Reasoning Path Refinement for Small Language Models in Conversational Text-to-NoSQL | ScienceToStartup | ScienceToStartup

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References (59)

[1]

Reasoning-SQL: Reinforcement Learning with SQL Tailored Partial Rewards for Reasoning-Enhanced Text-to-SQL

2025Mohammadreza Pourreza, Shayan Talaei et al.

[2]

Towards Thinking-Optimal Scaling of Test-Time Compute for LLM Reasoning

2025Wenkai Yang, Shuming Ma et al.

[3]

MultiTEND: A Multilingual Benchmark for Natural Language to NoSQL Query Translation

Founder's Pitch

"Enable users to generate NoSQL queries through natural language in a conversational interface using a reasoning-enhanced small language model."

Text-to-Database•Score: 7•View PDF ↗

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Monte Carlo Tree Search with Reasoning Path Refinement for Small Language Models in Conversational Text-to-NoSQL

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References (59)

Founder's Pitch

"Enable users to generate NoSQL queries through natural language in a conversational interface using a reasoning-enhanced small language model."

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Monte Carlo Tree Search with Reasoning Path Refinement for Small Language Models in Conversational Text-to-NoSQL

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References (59)

Founder's Pitch

"Enable users to generate NoSQL queries through natural language in a conversational interface using a reasoning-enhanced small language model."

Commercial Viability Breakdown

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