25 citations · 27 across the 6 of their papers we have counts for
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cs.CL2026
SPOC-SQL: Stage-wise Preference Optimization for Controllable Text-to-SQL
Yingnan Chen, Chun Ding, Tianshi Xu +2
Text-to-SQL aims to translate natural language questions into executable SQL queries over relational databases, requiring multi-stage structured reasoning over database schemas and…
cs.AI2026
ManimAgent: Self-Evolving Multimodal Agents for Visual Education
Wenjia Jiang, Zongyuan Cai, Yuanhang Shao +7
Multi-round reflection lets agents built on large language models recover from failures within a single task, but each task remains an isolated episode: lessons learned across many…