Data · dataset · 2022
Large-scale Indonesian Summarization
Listed in Hugging Face Datasets
In this paper, we introduce a large-scale Indonesian summarization dataset.
Description
We harvest articles from this http URL, an online news portal, and obtain 215,827 document-summary pairs. We leverage pre-trained language models to develop benchmark extractive and abstractive summarization methods over the dataset with multilingual and monolingual BERT-based models.
We include a thorough error analysis by examining machine-generated summaries that have low ROUGE scores, and expose both issues with ROUGE it-self, as well as with extractive and abstractive summarization models.
Links
Where it is published
- Hugging Face dataset page huggingface.co/datasets/fajrikoto/id_liputan6 ↗
landing page · from Hugging Face
Documentation and papers
- arXiv:2011.00679 arxiv.org/abs/2011.00679 ↗
publication · from Hugging Face
Catalogue records · 1
- Hub API huggingface.co/api/datasets/fajrikoto/id_liputan6 ↗
metadata API · from Hugging Face
Topics
- Stated by source
- summarization
- From keywords
- Computer Science & AI
- Inferred from text
- Artificial intelligence 75%
Provenance · 1 source records, 10 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Hugging Face Datasets | fajrikoto/id_liputan6 | 14 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · Hugging Face | connector:huggingface@1.0.0 | /gated |
| concepts[field].anzsrc:group:4602 | enrichment · Hugging Face | taxonomy-embedding@1.1.0 | title+keywords+description (75%) |
| concepts[field].local:field:computer-science-ai | mapping · Hugging Face | connector:huggingface@1.0.0 | |
| concepts[task].hf_task:summarization | source · Hugging Face | connector:huggingface@1.0.0 | /tags[task_categories:*] |
| created_date | source · Hugging Face | connector:huggingface@1.0.0 | |
| description | source · Hugging Face | connector:huggingface@1.0.0 | /description |
| license_text | source · Hugging Face | connector:huggingface@1.0.0 | |
| publication_date | source · Hugging Face | connector:huggingface@1.0.0 | |
| title | source · Hugging Face | connector:huggingface@1.0.0 | /id |
| updated_date | source · Hugging Face | connector:huggingface@1.0.0 |