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LLMs struggle to navigate the complex, multi-turn justification and response dynamics of real-world patent examination, revealing critical gaps in legal reasoning and technical novelty judgment.
Escape the echo chamber: FlowPIE's flow-guided literature exploration and evolutionary idea generation produces more novel, feasible, and diverse scientific ideas than static retrieval-based LLMs.
Current LLMs struggle with biologically complex tasks in single-cell biology, particularly those requiring mechanistic or causal understanding, highlighting the need for more biology-aligned foundation models.
