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GiantMelon

中文机器生成文本检测语料,外加一部分与中文维基配对的英文条目译文,以及 17 篇演示案例。这里描述的是本次上传的文件,不是论文表格的逐字复刻。

Document-level Chinese machine-generated-text detection data, plus English renderings of paired Chinese Wikipedia articles, plus 17 demonstration cases. Counts below are measured on this release.

There is no train/test split in the files. The full split is the whole release. A paper may describe a document-level 9:1 protocol; the seed is not stored here, so this repository does not invent one.

Subsets

Filter with the subset column.

subset rows what it is
news 246,748 Cleaned Chinese news. label=0: 123,889 human documents, 103.79M CJK characters. label=1: 122,859 AI documents, 243.60M CJK characters, generator=grok-4.1-fast. 122,859 ids occur on both sides (pair_id set). 1,030 human documents have no AI twin (pair_id empty). Punctuation already removed.
wiki_claude 3,964 1,982 cleaned Chinese pairs from the review subset. Human: 8.12M CJK characters, label=0. AI: 2.88M CJK characters, label=1, generator=claude-4.5-opus. pair_id is the Wikipedia id.
wiki_parallel 103,710 51,855 Chinese Wikipedia articles (20.59M CJK characters, punctuation kept) and 51,855 English renderings of the same ids. label is null: these rows are not human/AI detection labels. They are not the GPT-4o RAID parallel corpus. 75,221 additional English files had no Chinese counterpart and are not included.
examples 17 Demonstration passages, not training data. 9 AI rows (doubao or deepseek) and 8 human rows. source names the origin. paper_p_ai is the score recorded with the case list.

News CJK totals: human 103,787,963; AI 243,603,638. Wiki-Claude CJK totals: human 8,115,726; AI 2,877,254.

Columns

column meaning
doc_id File stem, or the case id for examples
text Document text
lang zh or en
subset news, wiki_claude, wiki_parallel, examples
label 0 human, 1 AI. Null for wiki_parallel
generator Empty, grok-4.1-fast, claude-4.5-opus, doubao, or deepseek
pair_id Shared id for a pair. Empty when a news document has no twin
source Set on examples only. Empty elsewhere
paper_p_ai Set on examples only. Null elsewhere

Examples in this release

doc_id label generator source
1-1 1 doubao Doubao / news
1-2 1 doubao Doubao / encyclopedia
1-3 1 doubao Doubao / literature
2-1 1 deepseek Deepseek / news
2-2 1 deepseek Deepseek / encyclopedia
2-3 1 deepseek Deepseek / literature
3-1 1 doubao Doubao / news (misclassified)
3-2 1 doubao Doubao / encyclopedia (misclassified)
3-3 1 doubao Doubao / literature (misclassified)
4-1 0 none 朱自清《荷塘月色》
4-2 0 none 南方周末 2012 新年献词
4-3 0 none 王小波《白银时代》
5-1 0 none 左拉《萌芽》译著
5-2 0 none 塞万提斯《堂吉诃德》译著
6-1 0 none 艾青《大堰河──我的褓姆》
7-1 0 none 高光谱成像技术在生物医学中的应用进展
7-2 0 none 中新社 绥芬河

Literary works, translations, news articles, and the paper excerpt in examples remain under their original copyright. See LICENSE.

Loading

from datasets import load_dataset

ds = load_dataset("layce/giantmelon-zh", split="full")
news = ds.filter(lambda row: row["subset"] == "news")

The repository is gated. Agree to the terms on the dataset page before downloading.

Not included

  • 75,221 English encyclopedia renderings that have no Chinese file with the same id
  • Model weights
  • The English word dictionary used by the English detector
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