Discuss the challenges and limitations of automated text summarization methods compared to human-generated summaries.
Discuss the challenges and limitations of automated text summarization methods compared to human-generated summaries.
user
While automated text summarization methods have made significant progress, they still face several challenges compared to human-generated summaries. One key limitation is the difficulty in accurately capturing and preserving the context, nuances, and intended meaning of the original text, which humans excel at. Automated methods may struggle with understanding complex linguistic structures, sarcasm, or domain-specific terminology. They also tend to struggle with coherence, often producing summaries that lack logical flow or cohesion. Additionally, automated methods may struggle with abstractive summarization, which requires generating novel sentences rather than just extracting existing ones. Human-generated summaries, on the other hand, tend to be more contextually appropriate, coherent, and capable of capturing the essence of the text more accurately.
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: Write a short summary of the passage.

This is the passage:
The most famous description of Valhalla in Old Norse literature, that of Grímnismál, portrays it as being located in Asgard, the gods’ celestial fortress.

However, other lines of evidence suggest that it was at least sometimes seen as being located underground, like the more general underworld.
Response: Grímnismál is the most famous portrayal of Valhalla, locating it in Asgard, but other theories say it was underground.

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.
