2 papers
cs.LG2026
TED: Training-Free Experience Distillation for Multimodal Reasoning
Shuozhi Yuan, Jinqing Wang, Zihao Liu +5
Knowledge distillation is typically realized by transferring a teacher model's knowledge into a student's parameters through supervised or reinforcement-based optimization. While e…
cs.DB2025
MCTS-SQL: Light-Weight LLMs can Master the Text-to-SQL through Monte Carlo Tree Search
Shuozhi Yuan, Limin Chen, Miaomiao Yuan +1
Text-to-SQL is a fundamental yet challenging task in the NLP area, aiming at translating natural language questions into SQL queries. While recent advances in large language models…