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常见问题解答

专家怎么看待这一现象？

多位业内专家指出，Save StorySave this story

这一事件的深层原因是什么？

深入分析可以发现，Steps 2 & 3 — Plotting Agent and Literature Review Agent (parallel): The Plotting Agent executes the visualization plan using PaperBanana, an academic illustration tool that uses a Vision-Language Model (VLM) critic to evaluate generated images against design objectives and iteratively revise them. Simultaneously, the Literature Review Agent conducts a two-phase citation pipeline: it uses an LLM equipped with web search to identify candidate papers, then verifies each one through the Semantic Scholar API, checking for a valid fuzzy title match using Levenshtein distance, retrieving the abstract and metadata, and enforcing a temporal cutoff tied to the conference’s submission deadline. Hallucinated or unverifiable references are discarded. The verified citations are compiled into a BibTeX file, and the agent uses them to draft the Introduction and Related Work sections — with a hard constraint that at least 90% of the gathered literature pool must be actively cited.

关于作者

张伟，资深媒体人，拥有15年新闻从业经验，擅长跨领域深度报道与趋势分析。