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most citedFrom Code Generation to Software Testing: AI Copilot with Context-Based RAG

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cs.CL2026

Toward Auto-Research: Mining Falsifiable Research Ideas from Paper Knowledge Graphs with Categorical Structure

Yuchen Wang, Zhongzhi Luan

Automated research-idea generation systems built on large language models (LLMs) share a structural weakness: they reduce ideation to free-text recombination, random paper pairing,…