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:
https://arxiv.org/pdf/2309.04269



Prompt 1:

Article: "[ARTICLE]"

You will generate increasingly concise, entitydense summaries of the above article.

Repeat the following 2 steps 5 times.
Step 1. Identify 13 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 (45 sentences, ~80 words) yet highly nonspecific, 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 selfcontained, 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.



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



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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