The Skywork-13B family of large language models (LLMs) addresses the need for transparent and commercially available LLMs. Researchers at Kunlun Technology developed Skywork-13B-Base and Skywork-13BChat, providing detailed information about the training process and data composition. They also released intermediate checkpoints and used a two-stage training approach for optimization. Skywork-13B outperforms similar models and achieves low perplexity scores in various domains.
Meet Skywork-13B: A Family of Large Language Models (LLMs) Trained on a Corpus of Over 3.2T Tokens Drawn from both English and Chinese Texts
Bilingual LLMs are becoming increasingly important in our interconnected world, where language diversity is a common challenge. They have the potential to break down language barriers, promote cross-cultural understanding, and improve access to information and services for people who speak different languages. Bilingual LLMs can be used to provide high-quality machine translation services. They can translate text from one language to another, helping break down language barriers and facilitate communication across different cultures and regions.
The Skywork-13B family of large language models offers practical solutions for organizations looking to leverage AI in their operations. Developed by researchers at Kunlun Technology, these models provide transparency and detailed information on the training process and data composition. This transparency allows other researchers to leverage the checkpoints for their own use cases.
The Skywork-13B family includes the Skywork-13B-Base model, which has state-of-the-art Chinese language modeling capability, and the Skywork-13BChat model, which is optimized for conversations. These models have been trained on a comprehensive dataset of over 3.2 trillion tokens drawn from both English and Chinese texts.
The Skywork-13B model shows exceptional performance, achieving the lowest average perplexity score of 9.42. It also outperforms significantly larger models in various domains such as tech, movie, government, and finance. This model provides practical solutions for organizations looking to overcome language barriers and improve communication across different cultures.
To learn more about the Skywork-13B models, you can check out the paper and GitHub repository. For further updates and insights on AI research news and projects, you can join the ML SubReddit, Facebook community, Discord channel, and subscribe to the email newsletter.
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