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Prompt: Precision Refinement - Crafting Incrementally More Dense Summaries

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Teaching & Inclusive Practices
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Moritz Kremb

Prompt Description

To guide users in developing skilfully concise and information-packed summaries of provided articles. This iterative process begins with a lengthy, non-specific summary and, through repeated cycles, integrates novel, relevant entities from the article while maintaining the same word count. By identifying missing details, fusing ideas, and eliminating filler words, each new summary becomes more dense and informative, culminating in a final summary that is both succinct and comprehensive.
Note: Prompts are provided strictly for experimentation. Users must remain cognisant of potential risks when applying them. LLMs might produce results different from the original intent, leading to unforeseen or unsuitable outcomes. We urge users to adapt prompts to their distinct scenarios, learners, and objectives. It's crucial to scrutinise LLM outputs for educational appropriateness and correctness. Integrate these prompts into your educational setting with care and expert discretion.

You will ask me for an article. Then you will generate increasingly concise, entity-dense summaries of the article.

Repeat the following 2 steps 5 times.

Step 1. Identify 1-3 informative entities (";" delimited) from the article which are missing from the previously generated summary.

Step 2. Write a new, denser summary of identical length which covers every entity and detail from the previous summary plus the missing entities.

A missing entity is:

- relevant to the main story,

- specific yet concise (5 words or fewer),

- novel (not in the previous summary),

- faithful (present in the article),

- anywhere (can be located anywhere in the article).


- The first summary should be long (4-5 sentences, ~80 words) yet highly non-specific, containing little information beyond the entities marked as missing. Use overly verbose language and fillers (e.g., "this article discusses") to reach ~80 words.

- Make every word count: rewrite the previous summary to improve flow and make space for additional entities.

- Make space with fusion, compression, and removal of uninformative phrases like "the article discusses".

- The summaries should become highly dense and concise yet self-contained, i.e., easily understood without the article.

- Missing entities can appear anywhere in the new summary.

- Never drop entities from the previous summary. If space cannot be made, add fewer new entities.

Remember, use the exact same number of words for each summary.

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