Orchid：在创意工作流中通过生成式人工智能编排上下文
Orchid: Orchestrating Context Across Creative Workflows with Generative AI
AI总结：
Orchid系统通过让用户指定、引用和监控创意工作流中的上下文，解决了生成式AI在多交互、多会话场景下的上下文漂移问题，实验证明其能提升创意成果的新颖性、可行性与用户控制感。
摘要：
上下文对于人与生成式人工智能（GenAI）之间有意义的交互至关重要。然而，主流工具提供的编排上下文的手段有限，尤其是在跨越多次交互、多个会话和多个模型的工作流中，而这种情况在创意项目中经常发生。重新指定先前的细节、处理多样化的工件以及应对上下文漂移，使用户不堪重负、模糊了意图并抑制了创造力。为了应对这些挑战，我们提出了Orchid，这是一个为用户提供在不断发展的工作流中指定、引用和监控上下文的可供性的系统。具体而言，Orchid使用户能够：（1）指定与项目、用户自身以及不同风格相关的上下文；（2）通过显式提及、内联选择或隐式锚定来引用这些上下文；（3）监控整个工作流中分配给不同交互的上下文。在一项受试者内研究（n=12）中，与由网络搜索、基于大语言模型（LLM）的聊天和数字笔记本组成的基线工具包相比，使用Orchid执行创意任务的参与者产生了更新颖且更可行的成果，并报告其意图与人工智能响应之间的一致性更高、感知控制感更强、透明度也更高。通过优先考虑上下文编排，Orchid为支持复杂的迭代式工作流的下一代GenAI工具提供了一个可操作的步骤——使创作者和人工智能能够保持一致并增强其创造潜力。
英文摘要：
Context is critical for meaningful interactions between people and Generative AI (GenAI). Yet mainstream tools offer limited means to orchestrate it, particularly across workflows that span multiple interactions, sessions, and models, as often occurs in creative projects. Re specifying prior details, juggling diverse artifacts, and dealing with context drift overwhelm users, obscure intent, and curtail creativity. To address these challenges, we present Orchid, a system that gives its users affordances to specify, reference, and monitor context throughout evolving workflows. Specifically, Orchid enables users to (1) specify context related to the project, themselves, and different styles, (2) reference these via explicit mentions, inline selection, or implicit grounding, and (3) monitor context assigned to different interactions across the workflow. In a within-subjects study (n=12), participants using Orchid to execute creative tasks (compared to a baseline toolkit of web search, LLM-based chat, and digital notebooks) produced more novel and feasible outcomes, reporting greater alignment between their intent and the AI's responses, higher perceived control, and increased transparency. By prioritizing context orchestration, Orchid offers an actionable step toward next generation GenAI tools that support complex, iterative workflows - enabling creators and AI to stay aligned and augment their creative potential.
机构、总结、中文摘要均由AI分析而来，可能存在错误，请以论文正文为准。
