

Longrope
Overview :
LongRoPE is a technology released by Microsoft that can extend the context window of pre-trained large language models (LLMs) to 2048k (2 million) tokens. It enables the expansion from short contexts to long contexts, reducing training costs and time while maintaining the performance of the original short context window. It is applicable to improving the language model's understanding and generation capabilities in long texts, enhancing tasks such as machine reading comprehension, text summarization, and long article generation.
Target Users :
Suitable for tasks that require processing extremely long texts, improving the language model's understanding and generation capabilities in long texts, and enhancing the performance of tasks such as machine reading comprehension, text summarization, and long article generation.
Use Cases
Used in machine reading comprehension tasks to improve the model's understanding of long texts.
Applied to text summarization generation to enhance the effectiveness of automatic summarization generation.
Supports long article generation, enabling the model to better handle large volumes of text.
Features
Expand the context window to 2 million tokens
Low-cost fine-tuning
Maintain short context performance
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