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How to Get ChatGPT to 'Listen Closely': A Recommendation for Attention Prompts

I'm Key, and I'm constantly being pushed around by AI. Lately, I've been struggling because I often find myself tilting my head at ChatGPT, thinking, 'Hmm, that's not quite what I meant.' Don't you have similar experiences?
Today, I'd like to share what I've learned about a technique called 'Attention Prompting' that might just solve those problems.
The original source is Mr. Sato from AI Co-Creation Innovation.

Are you having trouble in your dialogue with AI?

While using AI to write novels or generate ideas, do you ever have these kinds of worries?

  • Even when I give instructions to the AI, it doesn't seem to listen.

  • The AI doesn't follow the output format, making it a pain to organize.

  • I want the AI to pay attention to a specific part, but I can't get it across well.

Honestly, I fall into all of these categories (lol). Especially when writing a novel, even if I ask it to 'increase the variety of sentence endings,' the expressions remain stiff for some reason.
But with this 'Attention Prompting' technique, these problems might be solvable!

What is an Attention Prompt?

Attention Prompting means 'weighting your prompts.'
In short, it is [Emphasis]. Even in human conversation, you convey important points through the volume of your voice or your facial expressions. Attention Prompting is the way to do that in your dialogue with AI.
By using this, you can control the priority of the AI's tasks more accurately and make it easier to get the results you want. Isn't that amazing?

Concrete examples of Attention Prompts

So, how do you actually use it? Three methods are introduced.

1. Structure Method

以下の小説を校正してください。

## 校正ポイント

- 文法や表現の誤りを修正し、読みやすさを向上させてください。
- 特に、主人公の感情描写や内面の描写が十分に行われているか確認し、必要に応じて強化してください。
- 物語全体を通して、主人公の心の変化が読者に伝わるよう、感情描写が適切に行われているか確認してください。
- 文章の流れや展開に不自然さがないか確認し、必要に応じて調整してください。
- 誤字脱字がないか細心の注意を払ってチェックしてください。

## アテンション
人名に必ずふりがなをつけてください

校正後の小説を以下に記載してください。

In this method, you set up an 'Attention' section at the beginning of the prompt to clarify particularly important instructions. I tried this myself, and the AI started adding furigana to names properly!

2. Free Attention Method

以下の小説を校正してください。

## 校正ポイント

- 文法や表現の誤りを修正し、読みやすさを向上させてください。
- 特に、主人公の感情描写や内面の描写が十分に行われているか確認し、必要に応じて強化してください。
- 【重要】 人名にふりがなが適切につけられているか確認してください。【重要】
- 物語全体を通して、主人公の心の変化が読者に伝わるよう、感情描写が適切に行われているか確認してください。
- 文章の流れや展開に不自然さがないか確認し、必要に応じて調整してください。
- 誤字脱字がないか細心の注意を払ってチェックしてください。

校正後の小説を以下に記載してください。

This method emphasizes important parts by enclosing them with the word [Important]. When I tried this, I was surprised at how much the AI really prioritized that part!

3. Markdown Level Adjustment Method

以下の小説を校正してください。

## 校正ポイント

- 文法や表現の誤りを修正し、読みやすさを向上させてください。
- 特に、主人公の感情描写や内面の描写が十分に行われているか確認し、必要に応じて強化してください。
- 物語全体を通して、主人公の心の変化が読者に伝わるよう、感情描写が適切に行われているか確認してください。
- 文章の流れや展開に不自然さがないか確認し、必要に応じて調整してください。
- 誤字脱字がないか細心の注意を払ってチェックしてください。

## 人名にふりがなが適切につけられているか確認してください。

校正後の小説を以下に記載してください。

This method expresses importance through the number of # (sharp) symbols in Markdown. The fewer the #, the more important it is.

Points to note

However, one thing to be careful about is that excessive emphasis can be counterproductive.
At first, I emphasized everything like crazy. After all, isn't everything important? But it seems that doing so confuses the AI, making it wonder, 'Where is the really important part?'...
In the end, just like in human conversation, it's important to have contrast. I learned that...
Also, it seems special care is needed for creative work.It is said that using Attention Prompts for instructions involving specificity, such as scenario formatting or novel style specifications, is effective.
For example, things like 'Please write this novel from a first-person perspective' or 'Always include narrative text after dialogue.' When you use Attention Prompts for these instructions, the AI follows that format more reliably.
However, it might not be very effective for abstract instructions like 'Write with moving expressions.' It seems that the more concrete you are, the easier it is for the AI to understand.
Here too, the same tips as in human communication come into play. Be concrete, but don't be pushy. That kind of balance might be important.

In closing

Using attention prompts has made interacting with AI much easier. It is particularly effective for creative work, such as providing specific instructions for scenario formatting or specifying a novel's writing style.
Attention prompts are especially effective in long-term dialogues rather than short exchanges. This is because AI has a tendency to 'forget' initial instructions as the conversation progresses. In such situations, attention prompts play a crucial role in helping to properly maintain the AI's focus.
It would be cool to be able to use this technique casually rather than treating it as something special.

#GenerativeAI
#TriedWithAI
#Claude
#ChatGPT
#Gemini
#Prompt
#PromptEngineering
#AICreation
#AIWriting
#AttentionPrompt

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