2 papers
cs.CL2026
Augmenting Research Ideation with Data: An Empirical Investigation in Social Science
Xiao Liu, Xinyi Dong, Xinyang Gao +2
Recent advancements in large language models (LLMs) demonstrate strong potential for generating novel research ideas, yet such ideas often struggle with feasibility and effectivene…
cs.AI2025
ReflectEvo: Improving Meta Introspection of Small LLMs by Learning Self-Reflection
Jiaqi Li, Xinyi Dong, Yang Liu +6
We present a novel pipeline, ReflectEvo, to demonstrate that small language models (SLMs) can enhance meta introspection through reflection learning. This process iteratively gener…