| --- |
| license: cc-by-4.0 |
| language: |
| - sr |
| multilinguality: monolingual |
| pretty_name: BalkanBench SuperGLUE - Serbian |
| size_categories: |
| - 10K<n<100K |
| source_datasets: |
| - extended|super_glue |
| task_categories: |
| - text-classification |
| - multiple-choice |
| - question-answering |
| tags: |
| - balkanbench |
| - bcms |
| - serbian |
| - superglue |
| - nlu |
| - benchmark |
| configs: |
| - config_name: boolq |
| data_files: |
| - split: train |
| path: boolq/train-00000-of-00001.parquet |
| - split: validation |
| path: boolq/validation-00000-of-00001.parquet |
| - config_name: cb |
| data_files: |
| - split: train |
| path: cb/train-00000-of-00001.parquet |
| - split: validation |
| path: cb/validation-00000-of-00001.parquet |
| - config_name: copa |
| data_files: |
| - split: train |
| path: copa/train-00000-of-00001.parquet |
| - split: validation |
| path: copa/dev-00000-of-00001.parquet |
| - config_name: multirc |
| data_files: |
| - split: train |
| path: multirc/train-00000-of-00001.parquet |
| - split: validation |
| path: multirc/validation-00000-of-00001.parquet |
| - config_name: record |
| data_files: |
| - split: train |
| path: record/train-00000-of-00001.parquet |
| - split: validation |
| path: record/validation-00000-of-00001.parquet |
| - config_name: rte |
| data_files: |
| - split: train |
| path: rte/train-00000-of-00001.parquet |
| - split: validation |
| path: rte/validation-00000-of-00001.parquet |
| - config_name: wsc |
| data_files: |
| - split: train |
| path: wsc/train-00000-of-00001.parquet |
| - split: validation |
| path: wsc/validation-00000-of-00001.parquet |
| --- |
| |
| # BalkanBench SuperGLUE - Serbian |
|
|
| > **Part of [BalkanBench](https://balkanbench.com)** - the open, reproducible |
| > benchmark for language models across Serbian, Croatian, Montenegrin, and |
| > Bosnian (BCMS). Live leaderboard at <https://balkanbench.com/leaderboard>. |
| > Background and motivation: [Release of BalkanBench - the vision behind it |
| > (Medium, 2026-04-27)](https://medium.com/@permitt/release-of-balkanbench-vision-behind-it-fd1ba73be411). |
|
|
| This is the **Serbian SuperGLUE** track of BalkanBench v0.1. Serbian is the |
| official frozen track: the leaderboard's ranked average is computed over |
| **6 ranked tasks**, with 2 diagnostic tasks reported separately. Croatian |
| and Montenegrin previews live in sibling repos |
| ([superglue-hr](https://huggingface.co/datasets/permitt/superglue-hr) / |
| [superglue-mne](https://huggingface.co/datasets/permitt/superglue-mne)). |
|
|
| ## What's inside |
|
|
| 7 task configs are published here in their full train + validation + public |
| test form (train + validation labelled here; the **test split lives only in the gated sibling repo**, see below): |
|
|
| | Config | What it tests | Train | Validation | Test | |
| |---------|----------------------------------------------------------|------:|-----------:|------:| |
| | boolq | Yes/no question answering over passages | 9,427 | 3,270 | 3,245 | |
| | cb | 3-way textual entailment (entail / contradict / neutral) | 250 | 56 | 250 | |
| | copa | Causal reasoning between two alternatives | 400 | 100 | 500 | |
| | multirc | Multi-sentence reading comprehension (multiple correct) | 27,243| 4,848 | 9,693 | |
| | record | Commonsense cloze over news articles | 5,607 | 1,869 | 1,869 | |
| | rte | Binary textual entailment | 2,490 | 277 | 3,000 | |
| | wsc | Coreference resolution requiring world knowledge | 554 | 104 | 146 | |
| | **TOTAL** | | **45,971** | **10,524** | **18,703** | |
|
|
| For the **6 ranked v0.1 tasks** (BoolQ, CB, COPA, RTE, MultiRC, WSC) the |
| total is **65,853 items** across all splits; ReCoRD ships in this repo for |
| community use but is not part of the v0.1 ranked average. The |
| **diagnostic tasks** AX-b (1,104) and AX-g (356) are Serbian-only and |
| ship in the gated [superglue-sr-private](https://huggingface.co/datasets/permitt/superglue-sr-private) |
| sibling repo with their test labels. |
|
|
| ## Test split is gated |
|
|
| The `test` split for every config lives **only in the gated sibling repo** |
| (both inputs and labels): |
| [`permitt/superglue-sr-private`](https://huggingface.co/datasets/permitt/superglue-sr-private), |
| and are accessed only by the official scoring pipeline. This preserves |
| leaderboard integrity: nobody (including model authors) can train against |
| test labels, and `train` + `validation` remain a fully open and labeled |
| playground. |
|
|
| To get a number on the leaderboard you generate predictions on the public |
| test inputs with `balkanbench predict`, then submit the `predictions.jsonl` |
| through the [submission flow](https://balkanbench.com). |
|
|
| ## Loading |
|
|
| ```python |
| from datasets import load_dataset |
| |
| # A specific task |
| boolq = load_dataset("permitt/superglue-sr", "boolq") |
| print(boolq["train"][0]) |
| |
| # All ranked tasks at once |
| for cfg in ["boolq", "cb", "copa", "rte", "multirc", "wsc"]: |
| ds = load_dataset("permitt/superglue-sr", cfg) |
| print(cfg, {sp: len(ds[sp]) for sp in ds}) |
| ``` |
|
|
| Pin a revision for reproducible runs: |
|
|
| ```python |
| load_dataset("permitt/superglue-sr", "boolq", revision="v0.1.0-data") |
| ``` |
|
|
| ## Schema |
|
|
| Each example carries an integer row id `idx` and the task-specific input |
| fields plus a `label` column. For example, `cb`: |
|
|
| ```python |
| { |
| "idx": 0, |
| "premise": "Bio je to složen jezik. ...", |
| "hypothesis": "Jezik je ogoljen.", |
| "label": 0, # 0=entailment, 1=contradiction, 2=neutral |
| } |
| ``` |
|
|
| Per-task field lists are documented in the BalkanBench source repo. |
|
|
| ## Methodology |
|
|
| - **Translation**: original SuperGLUE English -> Serbian via translation + |
| human verification by native speakers. |
| - **Frozen splits**: train/validation/test row counts and IDs are pinned |
| at tag `v0.1.0-data`; reruns of an evaluation against this tag will see |
| the exact same data. |
| - **Test labels stay private**: see the gated sibling repo above. |
|
|
|
|
| ## Citation |
|
|
| If you use this dataset, please cite the Serbian SuperGLUE paper (Perović & |
| Mihajlov, LoResLM 2026), the original SuperGLUE paper, and the BalkanBench |
| release: |
|
|
| ```bibtex |
| @inproceedings{perovic-mihajlov-2026-serbian, |
| title = "{S}erbian {S}uper{GLUE}: Towards an Evaluation Benchmark for {S}outh {S}lavic Language Models", |
| author = "Perovic, Mitar and Mihajlov, Teodora", |
| editor = "Hettiarachchi, Hansi and Ranasinghe, Tharindu and Plum, Alistair and |
| Rayson, Paul and Mitkov, Ruslan and Gaber, Mohamed and Premasiri, Damith and |
| Tan, Fiona Anting and Uyangodage, Lasitha", |
| booktitle = "Proceedings of the Second Workshop on Language Models for Low-Resource Languages (LoResLM 2026)", |
| month = mar, |
| year = "2026", |
| address = "Rabat, Morocco", |
| publisher = "Association for Computational Linguistics", |
| url = "https://aclanthology.org/2026.loreslm-1.30/", |
| doi = "10.18653/v1/2026.loreslm-1.30", |
| pages = "347--361", |
| ISBN = "979-8-89176-377-7" |
| } |
| |
| @inproceedings{wang2019superglue, |
| title={SuperGLUE: A Stickier Benchmark for General-Purpose Language Understanding Systems}, |
| author={Wang, Alex and Pruksachatkun, Yada and Nangia, Nikita and Singh, Amanpreet and |
| Michael, Julian and Hill, Felix and Levy, Omer and Bowman, Samuel R.}, |
| booktitle={NeurIPS}, |
| year={2019} |
| } |
| |
| @misc{balkanbench2026superglue_sr, |
| title={BalkanBench SuperGLUE-SR: Serbian SuperGLUE for the BCMS evaluation suite}, |
| author={Perović, Mitar and contributors}, |
| year={2026}, |
| howpublished={\url{https://huggingface.co/datasets/permitt/superglue-sr}}, |
| note={Part of BalkanBench v0.1, \url{https://balkanbench.com}} |
| } |
| ``` |
|
|
| ## License |
|
|
| CC-BY-4.0 (matches the original SuperGLUE source license). Translations and |
| human verification are released under the same terms. |
|
|
| ## Sponsor |
|
|
| Compute for the official v0.1 evaluation is sponsored by |
| **[Recrewty](https://recrewty.com)**. |
|
|
| ## Links |
|
|
| - Live leaderboard: <https://balkanbench.com/leaderboard> |
| - Project home: <https://balkanbench.com> |
| - Background: [Release of BalkanBench - the vision behind it (Medium)](https://medium.com/@permitt/release-of-balkanbench-vision-behind-it-fd1ba73be411) |
| - Source code: <https://github.com/permitt/balkan-bench> |
| - Sibling tracks: |
| [SuperGLUE-HR (Croatian)](https://huggingface.co/datasets/permitt/superglue-hr) · |
| [SuperGLUE-MNE (Montenegrin)](https://huggingface.co/datasets/permitt/superglue-mne) |
| - Private (gated) labels: <https://huggingface.co/datasets/permitt/superglue-sr-private> |
|
|
