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LLM agent SLIDEFORGE enables controllable editing of presentation slides

By PulseAugur Editorial · [2 sources] ·

Researchers have developed SLIDEFORGE, an LLM agent designed for controllable editing of presentation slides. Unlike existing agents that struggle with layout and editability, SLIDEFORGE constructs a Deck State Graph. This graph links visual decomposition, native object structure, and perceptual organization, enabling theme-preserving reconstruction and verification through slide-native operations. Experiments demonstrate SLIDEFORGE's superiority over direct prompting and screenshot-based agents in component recovery, consistency, and editability. AI

IMPACT Enhances AI capabilities in document editing, potentially streamlining content creation and modification workflows.

RANK_REASON The cluster describes a new research paper detailing an LLM agent for a specific task.

Read on Hugging Face Daily Papers →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

LLM agent SLIDEFORGE enables controllable editing of presentation slides

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COVERAGE [2]

  1. Hugging Face Daily Papers TIER_1 English(EN) ·

    SLIDEFORGE: An LLM Agent for Controllable Editing of Slides as Structured Artifacts

    Current AI agents compellingly describe slides. However, AI-assisted slide editing requires more than understanding: the output must retain layout, style, component structure, and native editability. Towards, AI-assisted slide editing, existing agents operate on screenshots or we…

  2. arXiv cs.CV TIER_1 English(EN) · Haozhen Zheng, Fulin Wang, Tianhu Xiong, Yingjie Yu, Shengyi Qian, Hanchao Yu, Alex Schwing, Klara Nahrstedt, Mingyuan Wu ·

    SLIDEFORGE: An LLM Agent for Controllable Editing of Slides as Structured Artifacts

    arXiv:2609.03109v1 Announce Type: new Abstract: Current AI agents compellingly describe slides. However, AI-assisted slide editing requires more than understanding: the output must retain layout, style, component structure, and native editability. Towards, AI-assisted slide editi…

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