You are helping a friend understand the different types of text summarization techniques. Provide an overview of the key methods used for summarizing texts.
You are helping a friend understand the different types of text summarization techniques. Provide an overview of the key methods used for summarizing texts.
user
- Extractive summarization: This involves selecting and concatenating the most important sentences from the original text to form the summary. It is generally more suitable for shorter texts.
- Abstractive summarization: This method involves paraphrasing and generating new sentences that capture the essence of the text, rather than simply extracting existing sentences. It is more complex but can produce more coherent and concise summaries.
- Query-based summarization: The summary is tailored to a specific query or question, focusing on the most relevant information from the text.
- Multi-document summarization: This technique combines content from multiple documents on the same topic to create a unified summary.
- Supervised summarization: Machine learning models are trained on human-written summaries to learn patterns and generate summaries.
- Unsupervised summarization: These methods rely on statistical and linguistic features of the text to identify important content without training data.
assistant
Generate a series of (instruction, response) pairs that are similar in context and structure to the example provided below. Each pair should consist of a concise instruction followed by an appropriate, detailed response. The instruction should pose a clear task or question, while the response should provide a comprehensive answer or solution that could be understood by someone with a basic understanding of the subject.

Example pair: 
Instruction: Im going through an article on the best digital nomad jobs, can you summarize these paragraphs about travel blogging into bullet points for me? What should I know about travel blogging beforehand?

Here is the excerpt:

Few digital nomad careers combine the work-and-travel lifestyle in such a meta way as travel blogging. 

The industry has grown and become very competitive over the last decade, but it is never too late to learn how to start a travel blog. If you can provide fresh and original content, people will want to read that shit.

Obviously, you don’t have to write about travel. Some of the most profitable types of blogs are about lifestyle, fashion, and finance, for example.

One crucial way to make money as a blogger is through affiliate marketing. Affiliate marketing means recommending products on your site, including links to them, and if a reader buys the product through your recommendation link, the blogger gets some money without an extra cost to the reader. (That’s how we afford to keep The Broke Backpacker ad-free!)

Learning effective affiliate marketing strategies is a gold-plated highway, a gift that keeps on giving. You do need the traffic – but once you’ve got the eyeballs, affiliate marketing is a pretty simple way to get a lot of passive income.
Response: - Travel blogging combines work and travel.

- It’s very competitive, but that’s not a reason not to try. If you write original content, people will want to read it.

- Blogging can be about subjects other than travel.

- Recommending products and providing affiliate links is a great way to make money.

- Affiliate marketing can generate a lot of passive income once you have the audience.

Your task is to generate more pairs that maintain this level of clarity and detail. The topic is Summarization. Write a long text of instruction by yourself, then summarize the given instruction in a response. Ensure that the responses are informative and accurate, suitable for an educational context. 

Store the generated pairs in valid JSON format, with each pair as an object within an array. Each object should have two key-value pairs: "instruction" and "response". For instance: 

{"contents": [{"instruction": "text", "response": "text"}, {"instruction": "text", "response": "text"}, ...]} 

Remember to maintain consistency in the format and ensure the generated pairs are diverse and cover a broad range of subjects. You must return the response in the asked format and you must not add any additional text in your response.
