Semantic Prompting: Agentic Incremental Narrative Refinement through Spatial Semantic Interaction

Interactive spatial layouts empower users to synthesize information and organize findings for sensemaking. While Large Language Models (LLMs) can automate narrative generation from spatial layouts, current collage-based and re-generation methods struggle to support the incremental spatial refinements inherent to the sensemaking process. We identify three critical gaps in existing spatial-textual generation: interaction-revision misalignment, human-LLM intent misalignment, and lack of granular cu

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ethics.ai (21 April 2026), “Semantic Prompting: Agentic Incremental Narrative Refinement through Spatial Semantic Interaction,” evidence record 5525, https://ethics.ai/record/5525 (originally published by arXiv).

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