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[Paper Reading] Lifting the Curse of Multilinguality by Pre-training Modular Transformers

Cross-lingual Modular (X-Mod) is an interesting language model architecture that modularizes the parameters for different languages as Module Units, allowing the model to use separate parameters when fine-tuning for a new language, thereby (comparatively) avoiding the problem of catastrophic forgetting.

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[Paper Reading] RAGAS: Automated Evaluation of Retrieval Augmented Generation

Introduction

The year 2023 witnessed an explosion of generative AI technologies, with a myriad of applications emerging across various domains. In the field of Natural Language Processing (NLP), Large Language Models (LLMs) stand out as one of the most significant advancements. By training LLMs effectively and reducing hallucinations, they can significantly reduce human effort across a wide range of tasks.

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Using CuPy to Accelerate Matrix Operations with GPU

Introduction

CuPy is an open-source GPU-accelerated numerical computation library designed for deep learning and scientific computing. It shares many of the same methods and functions as the popular NumPy package in Python but extends its capabilities to perform computations on the GPU. In short, tasks that can benefit from parallel computation on the GPU, such as matrix operations, can achieve significant acceleration with CuPy.

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[Linux] Using SSH to Set Up SOCKS Proxy Port for Firefox to Browse the Web via Remote Server IP

If we happen to have several remote servers with different IPs and wish to browse the web through these different IPs (for example, some services may not support local or national access), we can use SOCKS proxy ports and configure Firefox to browse the web using the IPs of these remote servers without needing to install other VPN tools.

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