This paper proposes a new method called MoRA for parameter-efficient fine-tuning of large language models (LLMs). The proposed method, MoRA, employs a square matrix to achieve high-rank updating, maintaining the same number of trainable parameters. The paper suggests that low-rank updating, as implemented in LoRA, may limit the ability of LLMs to effectively learn and memorize new knowledge. MoRA outperforms LoRA on memory-intensive tasks and achieves comparable performance on other tasks.
Google Photos is about to undergo a radical change with the integration of Gemini AI models. A new 'Ask Photos' feature will turn the platform into a visual database, enabling users to search for photos and videos using everyday language.
This study explores the role of the Wnt pathway in regulating dendritic spine morphology and synaptic function. The authors found that activation of the Wnt pathway leads to the formation of new spines and enhances synaptic strength. Their findings suggest a novel mechanism by which the Wnt pathway influences synaptic plasticity and cognitive function.
how to write memory-efficient classes in Python, focusing on three techniques: using slots, optimizing the use of class attributes, and minimizing object creation within loops.
To format a memory card:
Highlight USER SETTING > FORMAT in the setup menu and press MENU/OK.
A confirmation dialog will be displayed. To format the memory card, highlight OK and press MENU/OK. To exit without formatting the memory card, select CANCEL or press DISP/BACK.
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