@How to write good prompts: using spaced repetition to create understanding

This guide aims to help you create {{c1 understanding}} in the context of an informational resource like an article or talk.

  • By that I mean writing prompts not only to {{c5 durably internalize the overt knowledge}} presented {{c4 by the author}}, but also to {{c1 produce and reinforce understandings}} of {{c2 your own}}, understandings which you can {{c3 carry into your life and creative work.}}

The most common mechanism of change for spaced repetition learning tasks is called {{c1 retrieval practice}}.

  • In brief: when you attempt to {{c1 recall some knowledge from memory}}, the act of retrieval tends to {{c1 reinforce those memories.}}
  • The learning produced by retrieval is called the {{c1 [[testing effect]]}} because it occurs when you explicitly {{c1 test}} yourself, reaching within to recall some knowledge from the tangle of your mind.
  • retrieval practice is about testing your knowledge to {{c1 produce learning}}, rather than to {{c2 assess learning 评估}}.
    • [[e.g.]] What distinguishes retrieval practice from typical school tests?#card
      • Its purpose is to produce learning, not assess it.
  • [[e.g.]] In general, writing an SRS prompt amounts to giving your future self a recurring {{c1 task}}.

Properties of effective retrieval practice prompts

  • (This guide’s) properties of effective prompts: focused, precise, consistent, tractable, effortful
    • Precision: Vague questions will elicit {{c1 vague}} answers.
    • Focus: Prompts with too much detail tend to stimulate {{c1 incomplete}} retrievals.
  • When prompts produce inconsistent answers, what happens to the memories which aren’t retrieved?#card
    • They’re inhibited.
  • How often do spaced repetition systems expect you to be able to answer a given prompt in review sessions? 间隔重复系统预期你在复习环节中多久能回答出一个给定的提示?#card
    • Almost always.
  • How does question scope impact spaced repetition scheduler efficiency? 问题范围如何影响间隔重复调度器的效率?#card
    • Tightly-scoped prompts allow easy and difficult elements to be scheduled at different rates.
    • 范围明确的提示使得简单和困难元素能够以不同节奏安排进度。
  • Why is it important that you can’t infer a prompt’s answer from the question?#card
    • Retrieval practice depends on recalling the answer from memory.
  • 文章目的 So we must learn two skills to write effective retrieval practice prompts:
    • how to characterize exactly what knowledge we’ll reinforce, 准确描述要学习的知识
    • and how to ask questions which reinforce that knowledge. 增强知识
  • 用挖空来练习回顾列表
    • If a focused prompt feels intractable, what text might you add to the question (parenthetical)? → A cue.
    • What must a prompt’s cue not do?#card
      • Allow you to infer the answer without recalling it.
    • 可以给每一个空一些提示
  • [[elaborative encoding]]: information {{c1 easier to recall}} if you can {{c2 connect it to other memories}}

Interpretation; the “more than you think” rule of thumb

  • Writing good prompts often involves {{c1 interpretation}}: extracting information which isn’t explicitly written.
  • Prompt-writing rule of thumb: how many prompts should you write?#card
    • More than feels natural. 比自然感觉更多
  • What cognitive factor does the appropriate scale of a ‘focused’ prompt depend on?#card
    • The scale of the concepts you’ve internalized (aka ‘chunk size’)

Procedural   knowledge 程序化知识

  • Simple procedures can be mechanically translated into a single set of prompts by treating the steps like a {{c1 list}}.
  • To emphasize discrete details of procedures in prompts, what should you identify? 强调提示中程序的具体细节 #card
    • Keywords (important verbs, conditions, adjectives, adverbs, subjects, objects)
  • Procedures can often be broken down into keywords like this.
    • What are the important verbs,
    • and when should you move between them?
    • What are the key adjectives, adverbs, subjects, objects?

What stock is and why it matters: conceptual knowledge

  • (This guide’s) five lenses for writing conceptual prompts:#card
    • attributes and tendencies, similarities and differences, parts and wholes, causes and effects, significance and implications.
  • To write prompts about a concept’s attributes and tendencies, what should you identify about its instances?#card
    • What’s always / sometimes / never true.
  • To write conceptual prompts using the ‘parts and wholes’ lens, what kind of diagram is helpful to visualize?#card
    • A Venn diagram.
  • Write a prompt about types of shapes using the “similarities and differences” lens. (try to create a new one; change the concept if needed) #card
    • Q. How is a parallelogram like a square? / A. All four sides parallel
  • To write prompts about a concept’s {{c1 significance and implications}}, ask: why does that concept matter?
    • Significance and implications: write prompts which make the concept {{c1 personally meaningful.}}

Open lists

  • [[generation effect]] you remember information better when {{c1 you generated it yourself.}}
  • What’s the difference between an open list and a closed list?#card
    • Closed lists have a specific set of members;
    • open lists can grow over time.
  • Digital bookmarking metaphor for open lists → tags
  • What’s the common problem with writing only a ‘give an example’-type prompt for an open list?#card
    • You’ll usually end up remembering only one or two examples.
  • What distinguishes the task of a ‘creative prompt’ from that of a retrieval prompt?#card
    • You’re asked to give a new answer each time, not answer from memory.
  • Creative prompts are only possible when you’re able to {{c1 generate many different responses.}}
  • What knowledge does a creative prompt reinforce through retrieval practice?#card
    • Whatever you consistently use when generating new answers.

Salience prompts and the [[Baader-Meinhof phenomenon]] 显著性提示

  • new ideas are particularly salient, so we notice them more readily.
  • Selective attention: we’re more likely to notice occurrences of something when it’s highly {{c1 salient 显著的,突出的}}.
  • Without intervention, how does salience tend to change over time? 如果不进行干预,显著性会如何随时间变化 → Fades
  • To integrate new ideas into your life, it’s helpful to keep them salient until when?#card
    • You can use them or connect them to something meaningful in your experience.
  • [[Baader-Meinhof phenomenon]]: when you {{c2 hear something for the first time}} then {{c1 suddenly notice it everywhere}}
  • How might spaced repetition prompts relate to the Baader-Meinhof phenomenon? 间隔重复提示如何与巴德尔-迈因霍夫现象相关?#card
    • Prompts can extend that phenomenon by keeping ideas salient over time.
    • 提示可以通过在一段时间内保持想法的显著性来延续这一现象。
  • When possible, phrase salience prompts around contexts where {{c1 those ideas might be meaningful in your life.}}

Writing prompts, in practice

  • What simplifying goal can you adopt to make prompt-writing feel less onerous while reading?#card
    • Aim to write a small number of prompts on each pass through the text.
  • When writing prompts about ideas in a challenging text, which details does Andy suggest you initially focus on?#card
    • Basic details you can build on.
  • If you notice a feeling of completionism when writing prompts about a text, remind yourself that you {{c1 can always write more prompts later.}}
  • Why might you be able to write better prompts from a text when you return to it later? (a trigger) #card
    • Something meaningful might have motivated your return (a new connection, a problem, a gap)
  • Prompt-writing litmus tests: what’s a ‘false positive’?#card
    • You can produce the answer, but you don’t know the information you intend to know.
  • What false positive can arise when a prompt’s question includes unusual words or cues?#card
    • Pattern matching (knowing the answer by the shape of the question, without thinking about the words)
  • What should you do with binary prompts? (which ask yes/no or this/that) #card
    • Rephrase them as more open-ended prompts.
  • What prompt-writing problem is the most common cause of false negatives?#card
    • Not including enough context.
  • Retrieval practice prompts must unambiguously exclude {{c1 alternative correct answers.}}

Revising   prompts over time

  • What does Andy believe the most important thing to “optimize” in spaced repetition practice is?#card
    • Your emotional connection to review sessions and their contents.
    • 您与复习课程及其内容的情感联系。

网络回响

@How to write good prompts: using spaced repetition to create understanding

https://blog.xiang578.com/post/logseq/24453.html

作者

Ryen Xiang

发布于

2022-10-28

更新于

2026-02-17

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