CARD: Controlled Agentic Reddit Discussions for Credit Card Simulation· 信用卡讨论模拟 CARD
Online credit card discussions provide a natural setting for studying how consumers communicate about financial products. Simulating these discussions requires more than just generating individual comments, the generated threads should also match how real users express themselves and interact with others. We introduce CARD, a framework for generating realistic credit card discussion threads. Given a credit card post and its matched real thread, CARD uses non-verbatim guidance on reply structure, comment function, stance, tone, and conversational variation. A planner organizes these controls, a writer generates the discussion, and a calibration loop updates comments' populations that contribute to differences between the generated and real thread distributions. We evaluate CARD on real Redd
信用卡讨论模拟框架 CARD 生成真实自然的 Reddit 讨论串。
- 核心方法
- 通过引入非逐字回复结构指导、评论功能、立场、语气和对话变化的控制，利用规划器组织控制、生成器创造讨论和校准循环更新生成内容的分布。
- 适合谁读
- 研究者、工程师
- 要解决的问题
- 现有生成模型难以准确模拟在线信用卡讨论中的用户表达和互动。
- 关键实验
- 未提供
- 主要贡献
- CARD 框架能够更真实地模拟 Reddit 上的信用卡讨论，提高生成对话的自然度和用户互动的准确性。
- 意义与局限
- 此研究有助于深入理解消费者对金融产品的沟通方式，提升金融产品讨论的仿真精确度，但可能受限于 Reddit 数据的特定性和泛化能力。