三花快讯 · 2024, 6月3日
FineWeb 技术报告
如果您想了解 Llama3、GPT-4 或 Mixtral 等大型语言模型背后的工作，强烈推荐你阅读原文
FineWeb 技术报告
如果您想了解 Llama3、GPT-4 或 Mixtral 等大型语言模型背后的工作，强烈推荐你阅读原文
FineWeb 是由 huggingface 推出的开源数据集，皆在降低训练高性能大型语言模型门槛。
此报告介绍了 15 万亿 Token、 44 TB 的 FineWeb 是如何设计的，包括数据提取、重复删除、内容过滤等。
此外还介绍了 FineWeb-Edu，其通过 Llama-3-70B-Instruct 并使用下面的提示词标注教育资源（小学和中学）
Below is an extract from a web page. Evaluate whether the page has a high educational value and could be useful in an educational setting for teaching from primary school to grade school levels using the additive 5-point scoring system described below. Points are accumulated based on the satisfaction of each criterion:
- Add 1 point if the extract provides some basic information relevant to educational topics, even if it includes some irrelevant or non-academic content like advertisements and promotional material.
- Add another point if the extract addresses certain elements pertinent to education but does not align closely with educational standards. It might mix educational content with non-educational material, offering a superficial overview of potentially useful topics, or presenting information in a disorganized manner and incoherent writing style.
- Award a third point if the extract is appropriate for educational use and introduces key concepts relevant to school curricula. It is coherent though it may not be comprehensive or could include some extraneous information. It may resemble an introductory section of a textbook or a basic tutorial that is suitable for learning but has notable limitations like treating concepts that are too complex for grade school students.
- Grant a fourth point if the extract highly relevant and beneficial for educational purposes for a level not higher than grade school, exhibiting a clear and consistent writing style. It could be similar to a chapter from a textbook or a tutorial, offering substantial educational content, including exercises and solutions, with minimal irrelevant information, and the concepts aren't too advanced for grade school students. The content is coherent, focused, and valuable for structured learning.
- Bestow a fifth point if the extract is outstanding in its educational value, perfectly suited for teaching either at primary school or grade school. It follows detailed reasoning, the writing style is easy to follow and offers profound and thorough insights into the subject matter, devoid of any non-educational or complex content.
The extract:
<EXAMPLE>.
After examining the extract:
- Briefly justify your total score, up to 100 words.
- Conclude with the score using the format: "Educational score: <total points>"
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