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智能阅读助手:让找书更简单(Agent)

【描述】 

随着数字技术的发展,越来越多的人开始通过电子设备阅读书籍,但纸质书依然有着 不可替代的地位。为了更好地推广阅读文化,提升读者的阅读体验,一家名为“悦读阁” 的书店计划开发一款智能阅读助手。这款助手的目标是帮助读者快速找到他们感兴的书籍,解答关于书籍内容的问题,并提供个性化的阅读建议。 小悦是一名资深的书店店员,对书籍非常了解,但面对越来越多的顾客咨询,她需要 一个智能助手来分担一些基础问题,让她有更多时间为顾客提供深度的阅读指导。你 作为一位 AI 工程师,被委托开发这款智能阅读助手。助手需要能够处理与书籍相关的 问题,包括但不限于书籍的基本信息、内容摘要、作者介绍等。

【目标】

1. 助手的回答准确率尽可能高。
书籍基本信息的精准提取:包括书名、作者、出版社、ISBN 编号、出版日
期等关键信息
内容摘要的准确概括:确保从数据集中准确摘要,不偏离核心内容
作者背景信息的正确呈现:确保从数据集中准确摘要,不过度搜索外部信息
版本差异识别:区分同一书籍的不同版本(如不同时间出版)特征
2. 每次咨询回答时间尽可能短。
从用户提交问题到 AI 助手返回答案,响应时间越短越好,提升客户体验和工作效率。
实现策略:
缓存高频问题答案:构建高频问题 Cache,常见问法快速响应。
多级索引结构:建立文档字段级别的索引,加快数据检索。
分阶段处理:对输入意图、字段、关键信息做分阶段提取并并行处理。
3. 历史问答需要能作为后续提问的依据
用户一次会话中的多个问题往往具有上下文关联性,Agent 应具备记忆能力,能基于
前文理解当前问题。
实现策略
Session 记忆机制:为每位客户维持会话上下文,并关联上下问题的关键信 。
多轮对话状态管理:采用意图槽位填充机制跟踪用户问题的完成度。
历史问答摘要归档:对长对话自动提取摘要要点用于后续引用。
引用溯源能力:回答中可明确引用前序问题或文档位置。

【详细说明】

1. 信息审查与问答规则
智能阅读助手能够基于固定规则对书籍内容进行细致审查,重点识别并避免以下七类
常见问题:
数据不完整:缺少书名、作者、ISBN、出版社、出版时间等任何一项关键
字段。
例:书名:《小王子》,作者:【】,ISBN9787020042494
说明:作者缺失,属于数据不完整。
信息错误:字段内容与事实不符。
例:ISBN 填写为 1234567890123(实为 9787020042494
说明:ISBN 不正确,属于信息错误。
版本混淆:同一书籍存在多个版本或译本时,信息交叉或混用。
例:回答中将 2015 版定价与 2020 版的页数混合引用。
作者混淆:多个同名作者或多作者合作时,信息对应错误。 例:把“刘慈欣(科幻作家)刘慈欣(同名画家)混为一人。
内容摘要失真:摘要偏离原著主旨或出现明显剧情捏造。
分类错误:将小说误标为纪实文学、将儿童读物误标为成人向等。
知识边界超出:回答引入未在数据集中存在的内容或凭空扩写。
2复杂内容处理能力
封面识别:支持 OCR 识别图书封面 ,获取相关数据。
多语言支持:识别并处理英、日、中文、阿拉伯文等多语种元数据与内容。

【具体实现】

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