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README.md
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license: cc-by-nc-sa-4.0
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---
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license: cc-by-nc-sa-4.0
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---
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**Kuaipedia** is developed by [Kuaishou Technology](https://www.kuaishou.com/en), collaborating with HIT and HKUST. It is the world's first large-scale multi-modal short-video encyclopedia where the primitive units are items, aspects, and short videos.
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![demo](./demo-case.gif)
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* **Items** is a set of entities and concepts, such as [Shiba Inu](https://en.wikipedia.org/wiki/Shiba_Inu), [Moon](https://en.wikipedia.org/wiki/Moon) and [Galileo Galilei](https://en.wikipedia.org/wiki/Galileo_Galilei), which can be edited at one Wikipedia page. An item may have a title, a subtitle, a summary, attributes, and other detailed information of the item.
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* **Aspects** is a set of keywords or keyphrases attached to items. Those keywords are used to describe specific aspects of the item. For example, "selection", "food-protecting", "color" of item [Shiba Inu](https://en.wikipedia.org/wiki/Shiba_Inu), or "formation", "surface conditions", "how-to-draw" of item [Moon](https://en.wikipedia.org/wiki/Moon).
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* **Videos** is a set of short-videos whose duration may not exceed 5 minutes. In this paper, we only focus on knowledge videos we detected, Where we follow OECD to define knowledge as:
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* *Know-what* refers to knowledge about facts. E.g. How many people live in New York?
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* *Know-why* refers to scientific knowledge of the principles and laws of nature. E.g. Why does the earth revolve around the sun?
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* *Know-how* refers to skills or the capability to do something. E.g. How to cook bacon in the oven.
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Please refer to the paper for more details.
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Kuaipedia: a Large-scale Multi-modal Short-video Encyclopedia [[Manuscript]](https://arxiv.org/abs/2211.00732)
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## Data
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**Statistics**
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| | Full Dump | Subset Dump |
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|------------|-----------------|-------------|
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| #Items | > 26 million | 51,702 |
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| #Aspects | > 2.5 million | 1,074,539 |
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| #Videos | > 200 million | 769,096 |
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The comparative results with the baseline models are as follows:
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| Model | Item P | Item R | Item-Aspect P | Item-Aspect R |
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| ---- | ---- | ---- | ---- | ---- |
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| Random | 87.7 | 49.8 | 36.4 | 49.6 |
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| LR | 90.4 | 68.3 | 55.1 | 2.7 |
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| T5-small | 93.7 | 76.1 | 79.3 | 58.5 |
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| BERT-base | 94.3 | 77.8 | 81.5 | 62.7 |
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| GPT-3.5 | 90.5 | 86.4 | 41.8 | 95.7 |
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| Ours | 94.7 | 79.7 | 83.0 | 65.7 |
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Feel free to explore and utilize this valuable dataset for your research and projects.
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## Reference
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```
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@article{Kuaipedia22,
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author = {Haojie Pan and
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Zepeng Zhai and
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Yuzhou Zhang and
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Ruiji Fu and
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Ming Liu and
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Yangqiu Song and
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Zhongyuan Wang and
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Bing Qin
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},
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title = {{Kuaipedia:} a Large-scale Multi-modal Short-video Encyclopedia},
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journal = {CoRR},
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volume = {abs/2211.00732},
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year = {2022}
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}
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```
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