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: Condense this film info for me into only two sentences: 

What is this film about?
The official synopsis for "Guardians of the Galaxy Vol. 3" from Marvel Studios reads:


"Peter Quill, still reeling from the loss of Gamora, must rally his team around him to defend the universe along with protecting one of their own. A mission that, if not completed successfully, could quite possibly lead to the end of the Guardians as we know them."

As evidenced from the film's trailers, it seems as though the Guardians will be protecting Rocket from the High Evolutionary, as the two of them apparently have an intense backstory.

PHOTO: Rocket (voiced by Bradley Cooper) is shown in Marvel Studios' Guardians of the Galaxy Vol. 3.
Rocket (voiced by Bradley Cooper) is shown in Marvel Studios' Guardians of the Galaxy Vol. 3.
Courtesy of Marvel Studios
Cooper confirmed as much when speaking to "GMA" at the film's premiere, saying, "Honestly, it was very emotional to play [Rocket]."

MORE: Bradley Cooper reveals what playing Rocket meant to him in 'Guardians of the Galaxy'
"You really get a chance to understand how he came to be," Cooper continued. "Rocket went through a lot."

PHOTO: Chukwudi Iwuji appears as The High Evolutionary in Marvel Studios' Guardians of the Galaxy Vol. 3.
Chukwudi Iwuji appears as The High Evolutionary in Marvel Studios' Guardians of the Galaxy Vol. 3.
Courtesy of Marvel Studios
Iwuji teased the High Evolutionary's villainy, saying, "He is such a great villain to play. I had so much fun playing him."

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"He's bad ... he's really bad," he added. "He really does do some horrible things, but it's a joy to play those [roles]."
Response: Guardians of the Galaxy Vol. 3 focuses on Peter Quill, who is still getting over Gamora's death, as he and the others protect Rocket from the High Evolutionary. You get to see how Rocket came to be and a great villain who does horrible things. 

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.

Describe the process of generating a text summary using an AI model.
user
Generating a text summary using an AI model typically involves the following steps:

1. Data Preprocessing: The original text is cleaned, tokenized, and converted into a format suitable for the AI model.

2. Encoding: The preprocessed text is encoded into numerical representations that the model can understand, often using techniques like word embeddings or transformers.

3. Model Training: The AI model, such as a neural network or a transformer-based architecture like BERT or GPT, is trained on a large dataset of text-summary pairs. During training, the model learns to identify the most important information and generate concise summaries.

4. Inference: When presented with a new, unseen text, the trained model encodes the input and generates a summary by predicting the most relevant words or sentences. This process can be extractive (selecting existing sentences) or abstractive (generating new text).

5. Decoding: The model's output is decoded from its numerical representation back into human-readable text, forming the final summary.

6. Post-processing: The generated summary may undergo additional processing, such as removing redundant or irrelevant information, improving coherence, or enforcing length constraints.

The quality of the generated summaries depends on factors like the size and quality of the training data, the model architecture, and the hyperparameters used during training. Evaluation metrics, such as ROUGE scores, are often used to assess the performance of the AI model against human-written reference summaries.
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