Lesson 45: Extractive and Abstractive Summary
Key Takeaways
- So in the article writing process, that's why you should tell your authors that from beginning to the end, they will need to follow this order.
- And at the same time giving always a different information which will be increasing the overall quality.
- If you don't trust your authors always you will need to put these type of context.
Core Concepts
Main Teaching
hello this is the 41st lecture of the semantic seo course in this lecture we will continue to talk about the article methodology and there are a few more concepts that we will need to use in this area to explain the logic in this part and the flow of overall the context so the first thing that you should know is the extractive and the abstractive summary whatever we write into the article methodology especially for the macro context part and especially for the introductionary part whatever we write here these things will be talked about and processed and mentioned web page side which means fro...
How It Works
Once we write these two, then we continue to extract some key points further. And we continue to move them to the general summary part. If you see that there is a discordance between these sections, we continue to configure them further so that everything can be a straight line. A straight line without any kinds of interruption that reflects that we actually stay on the same topic by processing everything without leaving any gap.
Why This Matters
So in the article writing process, that's why you should tell your authors that from beginning to the end, they will need to follow this order. I know that I take things slow when it comes to article methodology. But once we check the existing articles, you will get it better. This is the most important part.
Implementation Notes
So with before ending this, specific lecture, we already explained some of the rules that we have, we will also give some of the basic rules in these lecture series. As you see here, I use these quotation marks, which means that the author will need to distribute these specific phrase sequences without breaking them. And also with a proper grammar structure, the author will need to give a unique information without repetition without gibberish. If the author follows these rules, if the author protects the grammar structure and always gives a unique information by using these specific sentence ...
Koray's Terminology
| Term | Meaning in Context |
|---|---|
| Contextual Vector | The ordered sequence of headings and content that creates a straight-line flow of context through a document |
| Contextual Bridge | Connections between topical map nodes through hypertext or linkless associations |
| Macro Context | The main topic and primary context of a web page, processed in the main content area |
| Micro Context | Sub-topics and supplementary contexts processed in the supplementary content with internal links |
| Extractive Summary | Summary created by extracting key sentences from different article subsections |
| Abstractive Summary | Summary created by rephrasing and condensing article content into new sentences |
Practical Application
- Study the concepts presented in this lesson until they become intuitive
- Audit your internal linking structure against Koray's anchor text principles
- Review the related case studies mentioned by Koray for real-world application
- Practice identifying the key terminology in your own SEO projects
- Apply the frameworks discussed to a test website or content network
- Revisit this lesson after completing later lessons to deepen understanding
Connection to Framework
Full Transcript
hello this is the 41st lecture of the semantic seo course in this lecture we will continue to talk about the article methodology and there are a few more concepts that we will need to use in this area to explain the logic in this part and the flow of overall the context so the first thing that you should know is the extractive and the abstractive summary whatever we write into the article methodology especially for the macro context part and especially for the introductionary part whatever we write here these things will be talked about and processed and mentioned web page side which means from beginning to the end whatever we write here whatever we state here it will continue to be mentioned processed and everything will be about that if you think about the contextual vector basically it is actually a line most of the time we try to create a straight line a straight proper context most of the time ai generated content or bad prompt engineering and at the same time distracted minds basically or non-expert authors they create their context vector like this they write random sentences they don't care about the knowledge term domains and they the context flows like this we need a straight line without any interruption so in this case this is actually our general summary section an extractive summary is the summary that is created with the extracted declarations from different subsections of an article abstractive summary is basically modifying the existing sentences in the key points of an article and using it for summarizing the entire article. When you unite extractive and abstractive summary you will be getting a general summary part. The thing here is that in the future lectures you will see these things more clearly but basically to be able to give an abstractive summary in this area or extractive summary in this area you need the rest of the article but since the rest of the article is not written yet and this is the first section that will be written you will need to make things easier for the copywriters, authors and the experts or the expert authors because if you create a bad summary basically you will be creating a kinds of this con disconnectedness or discordance between the beginning part of the article middle part and the end part and since the author didn't write the next sections yet they will assume that everything flows with a proper order and if it doesn't in this case your summary your heading and your subheadings and your anchor text they everything will be discordant or the less relevant to each other so basically the extractive summary is extracting certain types of sentences and putting them to the here but since we didn't write them yet we can't use extractive summary at the beginning so that's why at the beginning you will need to write an abstractive summary which means you will need to imagine the rest of the article in an abstract way you will need to write the introduction of the part once you finish your entire article you will need to check the introductionary part and the conclusion part one more time then you will need to actually use key points you will need to extract them and distribute them to the summary so the article writing process usually in seo goes like this if this is the web page usually people write here then right they write this middle ground then maybe conclusion and they never go back So in our situation, we write a kinds of abstractive summary by actually imagining the next sections of the article, then we write actually our macro context. And also, let's say supplementary section, which is the micro context part. Once we write these two, then we continue to extract some key points further. And we continue to move them to the general summary part. If you see that there is a discordance between these sections, we continue to configure them further so that everything can be a straight line. A straight line without any kinds of interruption that reflects that we actually stay on the same topic by processing everything without leaving any gap. So in the article writing process, that's why you should tell your authors that from beginning to the end, they will need to follow this order. I know that I take things slow when it comes to article methodology. But once we check the existing articles, you will get it better. This is the most important part. So with before ending this, specific lecture, we already explained some of the rules that we have, we will also give some of the basic rules in these lecture series. As you see here, I use these quotation marks, which means that the author will need to distribute these specific phrase sequences without breaking them. And also with a proper grammar structure, the author will need to give a unique information without repetition without gibberish. If the author follows these rules, if the author protects the grammar structure and always gives a unique information by using these specific sentence sentences or the phrase sequences, then the person actually will be ending up following these contextual vector mentioning the most important context terms. And at the same time giving always a different information which will be increasing the overall quality. These phrases are important because some of these things are for internal link justification. As you see here at the bottom we have a gallon of water in our internal link. And at the same time, we actually have this specific phrase inside our contextual vector contextual bridge and it will be appearing in this area to if they are appearing in this part. But if they don't appear in this area, which is the macro context introduction, then our contextual vector is not straight. If you don't trust your authors always you will need to put these type of context. text hints in your article so that you can force them to use these type of phrase sequences and in generative ai it will be very much easier in near future and then we talk about drinking water is which is an annotation for this area we tell the person that you will need to start your sentence with this in the future you will see the sentence types and these are definitional sentence the section the section that at the left of the is is the thing that we are defining then the drinking water or is a water kind to drink safely etc the main benefit of the water is to provide life or life for organics etc so basically these are some sample sentences and we are trying to actually help the author to use certain types of terms the life and the organics these are important the predicate provide is also important to and main benefit of water you again it is important as well so basically whatever you put in your macro context with the same order we will repeat them in our general summary and also in our contextual vector and also the methodology for all of them together with the internal links see you in the next lecture