---
license: mit
language:
- zh
task_categories:
- text-generation
tags:
- finweb
- finweb-edu
- zhtw
- taiwan
- education
size_categories:
- 100K<n<1M
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-*
---
# Dataset Card for fineweb-edu-zhtw-sm

<!-- Provide a quick summary of the dataset. -->
📚 **fineweb-edu-zhtw-sm** 是 [lianghsun/fineweb-edu-zhtw](https://huggingface.co/datasets/lianghsun/fineweb-edu-zhtw) 的**小型子集**，保留與母資料集相同的欄位與篩選邏輯，但檔案數量縮小，方便使用者進行快速試跑、原型驗證或小規模微調實驗。

## Dataset Details

### Dataset Description

<!-- Provide a longer summary of what this dataset is. -->
fineweb-edu-zhtw-sm 是 fineweb-edu-zhtw 的取樣版本，用於下列情境：
* 在訓練 pipeline 上做煙霧測試（smoke test）。
* 評估 tokenization、清理、loss curve 等而不需要載入完整資料集。
* 教學或 demo 用途，提供與正式版完全相同的 schema 但更小的檔案量。

每筆樣本包含原始網頁文本、原始 metadata（dump 名稱、URL、日期、語言等）以及在 fineweb pipeline 中加上的品質指標。

- **Curated by:** [Huang Liang Hsun](https://www.linkedin.com/in/lianghsunhuang/?locale=en_US)
- **Language(s) (NLP):** Traditional Chinese
- **License:** MIT

### Dataset Sources

<!-- Provide the basic links for the dataset. -->

- **Repository:** [lianghsun/fineweb-edu-zhtw-sm](https://huggingface.co/datasets/lianghsun/fineweb-edu-zhtw-sm)
- **Parent dataset:** [lianghsun/fineweb-edu-zhtw](https://huggingface.co/datasets/lianghsun/fineweb-edu-zhtw)
- **Paper:** TBA

## Uses

<!-- Address questions around how the dataset is intended to be used. -->

### Direct Use

<!-- This section describes suitable use cases for the dataset. -->
* 預訓練 / 持續預訓練 pipeline 的快速驗證。
* 教學與 demo：示範繁中教育類語料的格式與內容。
* 小規模 ablation 實驗。

### Out-of-Scope Use

<!-- This section addresses misuse, malicious use, and uses that the dataset will not work well for. -->
* 不適合作為主要的預訓練語料來源，請改用完整版 [fineweb-edu-zhtw](https://huggingface.co/datasets/lianghsun/fineweb-edu-zhtw)。

## Dataset Structure

<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->
```jsonl
{
  "text": "...",
  "id": "<urn:uuid:...>",
  "metadata": {
    "avg_words_per_line": 12.3,
    "date": "2024-09-01",
    "dump": "CC-MAIN-2024-38",
    "file_path": "...",
    "language": "zh",
    "language_score": 0.98,
    "token_count": 1234,
    "url": "https://example.com/..."
  }
}
```

詳細欄位定義與母資料集相同，請參考 [fineweb-edu-zhtw](https://huggingface.co/datasets/lianghsun/fineweb-edu-zhtw)。

## Dataset Creation

### Curation Rationale

<!-- Motivation for the creation of this dataset. -->
完整版 fineweb-edu-zhtw 約 8GB，在許多 PoC、教學、CI/CD 場景中過於龐大。本子集刻意取樣到較小規模，方便快速嘗試。

### Source Data

<!-- This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). -->

#### Data Collection and Processing

<!-- This section describes the data collection and processing process such as data selection criteria, filtering and normalization methods, tools and libraries used, etc. -->
直接從 [fineweb-edu-zhtw](https://huggingface.co/datasets/lianghsun/fineweb-edu-zhtw) 取得隨機取樣後的子集，未額外重新過濾。

#### Who are the source data producers?

<!-- This section describes the people or systems who originally created the data. It should also include self-reported demographic or identity information for the source data creators if this information is available. -->
與母資料集相同：來自 Common Crawl 之繁體中文網頁，經 fineweb 與 fineweb-edu-zhtw classifier 過濾。

### Annotations

<!-- If the dataset contains annotations which are not part of the initial data collection, use this section to describe them. -->

#### Annotation process

<!-- This section describes the annotation process such as annotation tools used in the process, the amount of data annotated, annotation guidelines provided to the annotators, interannotator statistics, annotation validation, etc. -->
無額外標註；保留母資料集的 metadata 欄位。

#### Who are the annotators?

<!-- This section describes the people or systems who created the annotations. -->
無人工標註者。

#### Personal and Sensitive Information

<!-- State whether the dataset contains data that might be considered personal, sensitive, or private (e.g., data that reveals addresses, uniquely identifiable names or aliases, racial or ethnic origins, sexual orientations, religious beliefs, political opinions, financial or health data, etc.). If efforts were made to anonymize the data, describe the anonymization process. -->
資料為公開網頁內容，與母資料集處理一致。

## Bias, Risks, and Limitations

<!-- This section is meant to convey both technical and sociotechnical limitations. -->
* 由於採樣隨機，子集的領域分布不必與母集完全一致。
* 規模偏小，無法用於需要大量資料的實驗（如完整 pretraining）。

### Recommendations

<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
僅作 PoC、教學、CI 用；正式訓練請改用 [fineweb-edu-zhtw](https://huggingface.co/datasets/lianghsun/fineweb-edu-zhtw)。

## Citation

<!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->
```bibtex
@misc{fineweb_edu_zhtw_sm,
  title        = {fineweb-edu-zhtw-sm: Small Subset of FineWeb-Edu-zhtw},
  author       = {Huang, Liang Hsun},
  year         = {2025},
  howpublished = {\url{https://huggingface.co/datasets/lianghsun/fineweb-edu-zhtw-sm}}
}
```

## Dataset Card Authors

[Huang Liang Hsun](https://www.linkedin.com/in/lianghsunhuang/?locale=en_US)

## Dataset Card Contact

[Huang Liang Hsun](https://www.linkedin.com/in/lianghsunhuang/?locale=en_US)