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Long context understanding is a key challenge in the field of natural language processing, especially when large language models (LLMs) handle text that exceeds their context window size. To address this issue, researchers developed the LooGLE benchmark test, aimed at assessing LLMs' capability to understand extremely long documents (averaging 19.3k words, comprising 776 articles across multiple domains). LooGLE includes 7 tasks that cover both short and long dependencies, evaluating model understanding across texts of varying lengths. The test data is sourced from open-access content after 2022.

Apple Inc. recently announced the upcoming release of a new and upgraded version of its intelligent assistant, Siri, in the fall of this year. This update brings a multitude of new features to Siri, significantly enhancing its performance and practicality. The new Siri will have a stronger language comprehension capability. Even if the user speaks in a stammered or confused manner, Siri can accurately understand the user's intent. For example, a user might say, "Siri, set an alarm, oh, wait, set