K² · Artificial intelligence
Don't rely on LLMs alone to source your next research direction
The authors built a large-scale evaluation framework for research ideation using high-quality human research papers.
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Ziyu Chen, Yilun Zhao, Arman Cohan
3 authors · cs.CL, cs.AI
The 30-second scan
Ask a strong AI to invent a research idea and it will hand you something reasonable.
- For each paper, the framework reverse-engineers a small set of closely related prior works that likely inspired its core idea.
- LLMs are prompted to generate a new idea from the set of paper titles and summaries.
- The authors introduce a two-axis research-taste taxonomy that profiles each idea by its opportunity pattern and research paradigm.