Today I'm teaching you the best way I've found to summarize anything using AI.
Summarization is one of the top use cases for ChatGPT and other LLMs, but 99% of people are simply prompting "Summarize this:" and leaving it at that.
If you're still doing that, watch this video. It will change the way you use AI for the better.
Links:
arxiv.org/pdf/2309.04269
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Prompt 1:
Article: "[ARTICLE]"
You will generate increasingly concise, entity-dense summaries of the above article.
Repeat the following 2 steps 5 times.
Step 1. Identify 1-3 informative entities (";" delimited) from the article that 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).
Guidelines:
- 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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Prompt 2:
[Tone] - In the style of a 11 year old.
[Goal] - With a focus on the 16th century
[Length] - In 100 words/in 5 bullet points
[Quotes] - Include exact quotes from the original text if relevant
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0:00 Intro
0:34 Basic Summarization
2:17 Prompt Extension
3:20 Advanced Summarization
4:42 What Can You Summarize?
5:42 Chain of Density
#ai #chatgpt #gpt4o
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