Welcome to the first issue of "Mindful Bytes," where we dive into the tech that's shaping our understanding of information.
Today, I am excited to introduce a revolutionary technique in the field of summarization: the "Chain of Density" method, also known as CoD.
Let me explain why CoD is such a significant development:
- It's smart: CoD uses GPT-4 to create impactful summaries. It starts off simple and gradually becomes more sophisticated, incorporating important details without increasing the length of the summary.
- It's preferred: People like you and me actually prefer these condensed summaries. They provide us with the necessary information, eliminating any unnecessary details.
- It's balanced: The CoD method finds that sweet spot between too much and too little.
Now, let's get to the heart of it. Here is the prompt to start with:
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 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: descriptive yet concise (5 words or fewer).
- Novel: not in the previous summary.
- Faithful: present in the Article.
- Anywhere: 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, e.g., 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.It's like a recipe that tells the AI, "Start with the basics, then keep adding the good stuff without making it a mouthful."
We get all the important bits, and nothing more. That's the kind of efficiency we need in our fast-paced lives.
Stay tuned for more "Mindful Bytes" where I'll keep serving up tech insights that matter to you.
