modelops-research-lab / DATA_CARD.md
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# Dataset Card · Academic Rhetorical Intent Mini v1.1
## Overview
A dataset of **1,026 synthetic-curated academic-style single sentences**, previously developed for a multilingual research-classification experiment. This project embeds a read-only JSON conversion of the original source CSV.
## Dataset fields
`id` stable example key; `text` synthetic sentence; `language` (`en`, `es`, `pt`); `label` one of `background`, `objective`, `method`, `result`, `limitation`, `implication`; `domain` topical source domain; `template_group` synthetic generation family. The source CSV additionally contains `split`, `source_type`.
## Fixed partitions
| Partition | Size | Use |
|---|---:|---|
| train | 842 | Fit the baseline algorithms |
| test | 130 | Controlled, likely optimistic IID evaluation |
| challenge | 54 | Fixed novel-pattern synthetic evaluation |
No repartitioning is performed at startup. Original CSV entries are included so all labels, source fields and partitions can be verified.
## Scope / limitations
The examples are artificial. They were not sampled randomly from peer-reviewed publications and are not a representative corpus for language-model fairness, plagiarism, or scholarly decision-making. The dataset contains templates and may have related paraphrase families across partitions even when exact overlap is zero. No student data or private manuscripts were used.
## License
CC BY 4.0, as stated by the original dataset card (`ORIGINAL_DATASET_CARD.md`), separate from the application MIT license.