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ReFigBench, a benchmark and evaluation framework built on 1,000 real overview figures retrieved from arXiv papers with full provenance, is introduced, exposing the tension between fidelity and editability as the central challenge for practical multimodal document agents.
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.
