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Research questionHow can LLMs generate research ideas that balance novelty, feasibility, and effectiveness?Prompted LLMs may produce ideas that satisfy one research criterion while neglecting another. Their interdependence makes it difficult to meet expert standards for novelty, feasibility, and effectiveness simultaneously.
AI
Evaluation & Benchmarks
LLM Pretraining & Post-training
Natural Language Processing
Reinforcement Learning
Research Paper
Latest papersRecent research connected to this question, newest first.LDC: Learning to Generate Research Idea with Dynamic ControlThe evidence concerns LLMs generating ideas from research-paper and follow-up-idea pairs. The source describes supervised fine-tuning, controllable reinforcement learning with multidimensional feedback, and sentence-level dynamic steering, and reports experimental improvements in idea quality; it does not specify the research domains or detailed expert-evaluation procedure.research paper · Sep 2, 2026
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