"""Build script for mteb/SlovakSumURLClustering. This dataset is the MTEB-ready (clustering) version of the SlovakSum dataset, used by the `SlovakSumURLClustering` task in https://github.com/embeddings-benchmark/mteb. Source: kiviki/slovaksum-url-clustering (columns: title, sum, theme) https://huggingface.co/datasets/kiviki/slovaksum-url-clustering Transform: combine `title` + `sum` into a single `sentences` field, and rename `theme` to `labels` -- the schema MTEB's AbsTaskClustering expects. If the source dataset publishes a new revision, regenerate this dataset with: python build_dataset.py --source-revision --token $HF_TOKEN then update the `SlovakSumURLClustering` task's `dataset.path`/`revision` in mteb to the new revision this script prints on push. """ from __future__ import annotations import argparse from datasets import Dataset, DatasetDict, load_dataset from huggingface_hub import HfApi SOURCE_REPO = "kiviki/slovaksum-url-clustering" SOURCE_REVISION = "6ac67c0a18a641c611c49224a82012cd749000e2" TARGET_REPO = "mteb/SlovakSumURLClustering" def build(source_revision: str = SOURCE_REVISION) -> DatasetDict: raw = load_dataset(SOURCE_REPO, revision=source_revision) ds = {} for split in raw: titles = raw[split]["title"] summaries = raw[split]["sum"] sentences = [f"{t} {s}".strip() for t, s in zip(titles, summaries)] labels = raw[split]["theme"] ds[split] = Dataset.from_dict({"sentences": sentences, "labels": labels}) return DatasetDict(ds) def main() -> None: p = argparse.ArgumentParser(description=__doc__) p.add_argument("--source-revision", default=SOURCE_REVISION) p.add_argument("--repo", default=TARGET_REPO) p.add_argument("--token", default=None, help="HF token (or use HF_TOKEN env / `huggingface-cli login`).") p.add_argument("--private", action="store_true") p.add_argument("--dry-run", action="store_true") args = p.parse_args() ds = build(args.source_revision) for split, d in ds.items(): print(f" split={split} rows={len(d)} columns={d.column_names}") if args.dry_run: print(f"[dry-run] would push to {args.repo}") return ds.push_to_hub( args.repo, commit_message="Rebuild from source revision", token=args.token, private=args.private, ) revision = HfApi(token=args.token).dataset_info(args.repo).sha print(f"-> pushed to {args.repo}, revision={revision}") if __name__ == "__main__": main()