--- language: - fa license: apache-2.0 task_categories: - text-classification - question-answering - translation - text-generation pretty_name: FarsInstruct dataset_info: - config_name: default features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 6564618613 num_examples: 9374312 - name: validation num_bytes: 330008882 num_examples: 316117 - name: test num_bytes: 902009657 num_examples: 1308596 download_size: 3595052926 dataset_size: 7796637152 - config_name: digi_sentiment features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 17608449 num_examples: 22820 - name: validation num_bytes: 3882215 num_examples: 4890 - name: test num_bytes: 3868362 num_examples: 4900 download_size: 8359417 dataset_size: 25359026 - config_name: digimag features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 238365098 num_examples: 68960 - name: validation num_bytes: 26780346 num_examples: 7670 - name: test num_bytes: 28913146 num_examples: 8520 download_size: 133522898 dataset_size: 294058590 - config_name: exappc features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 153837081 num_examples: 270269 - name: validation num_bytes: 32613089 num_examples: 57592 - name: test num_bytes: 33348597 num_examples: 58033 download_size: 81725354 dataset_size: 219798767 - config_name: farstail features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 55160519 num_examples: 72660 - name: validation num_bytes: 11531714 num_examples: 15370 - name: test num_bytes: 11743134 num_examples: 15640 download_size: 29639181 dataset_size: 78435367 - config_name: p3_qa_translated features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 369861273 num_examples: 646505 - name: validation num_bytes: 39799885 num_examples: 76565 download_size: 114937546 dataset_size: 409661158 - config_name: pars_absa features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 42114471 num_examples: 45006 - name: validation num_bytes: 7177753 num_examples: 7506 - name: test num_bytes: 6919680 num_examples: 7500 download_size: 20744680 dataset_size: 56211904 - config_name: parsinlu_comp features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 7262540 num_examples: 6000 - name: validation num_bytes: 1587072 num_examples: 1250 - name: test num_bytes: 6613589 num_examples: 5700 download_size: 6217942 dataset_size: 15463201 - config_name: parsinlu_en_fa features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 954515437 num_examples: 3000000 - name: validation num_bytes: 4644558 num_examples: 12822 - name: test num_bytes: 137665422 num_examples: 290154 download_size: 371019560 dataset_size: 1096825417 - config_name: parsinlu_entailment features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 5633585 num_examples: 8296 - name: validation num_bytes: 2057795 num_examples: 2970 - name: test num_bytes: 12628240 num_examples: 18407 download_size: 6613453 dataset_size: 20319620 - config_name: parsinlu_fa_en features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 951650636 num_examples: 2999995 - name: validation num_bytes: 9269774 num_examples: 25644 - name: test num_bytes: 267276146 num_examples: 572928 download_size: 429940819 dataset_size: 1228196556 - config_name: parsinlu_multiple_choice features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 5569218 num_examples: 12710 - name: validation num_bytes: 229444 num_examples: 417 - name: test num_bytes: 4109446 num_examples: 9450 download_size: 2907686 dataset_size: 9908108 - config_name: parsinlu_qpp features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 8575019 num_examples: 17164 - name: validation num_bytes: 4246069 num_examples: 8418 - name: test num_bytes: 8529281 num_examples: 18078 download_size: 5262177 dataset_size: 21350369 - config_name: parsinlu_sentiment features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 73453659 num_examples: 136170 download_size: 19197308 dataset_size: 73453659 - config_name: persian_ner features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 79721941 num_examples: 143388 - name: test num_bytes: 39461389 num_examples: 71680 download_size: 42457467 dataset_size: 119183330 - config_name: persian_news features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 215514328 num_examples: 79884 - name: validation num_bytes: 23986039 num_examples: 8880 - name: test num_bytes: 26811003 num_examples: 9864 download_size: 115002364 dataset_size: 266311370 - config_name: persian_qa features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 173326369 num_examples: 81974 - name: validation num_bytes: 17626045 num_examples: 8463 download_size: 84699623 dataset_size: 190952414 - config_name: peyma features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 44356046 num_examples: 80280 - name: validation num_bytes: 4981884 num_examples: 9250 - name: test num_bytes: 5799753 num_examples: 10260 download_size: 18549315 dataset_size: 55137683 - config_name: pn_sum features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 2037812524 num_examples: 902242 - name: validation num_bytes: 20817174 num_examples: 11184 - name: test num_bytes: 138618064 num_examples: 61523 download_size: 947261646 dataset_size: 2197247762 - config_name: snapp_sentiment features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 264483001 num_examples: 573210 - name: validation num_bytes: 42179746 num_examples: 91707 - name: test num_bytes: 45729114 num_examples: 99363 download_size: 93188564 dataset_size: 352391861 - config_name: syntran features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 240609866 num_examples: 481060 download_size: 66613727 dataset_size: 240609866 - config_name: wiki_sum features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 1075245114 num_examples: 365224 - name: validation num_bytes: 120120218 num_examples: 40584 - name: test num_bytes: 133195903 num_examples: 45096 download_size: 629544114 dataset_size: 1328561235 - config_name: xl_wic features: - name: inputs dtype: string - name: outputs dtype: string - name: dataset dtype: string - name: template dtype: string splits: - name: train num_bytes: 2773592 num_examples: 7000 - name: validation num_bytes: 588034 num_examples: 1500 - name: test num_bytes: 594874 num_examples: 1500 download_size: 1404098 dataset_size: 3956500 configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* - split: test path: data/test-* - config_name: digi_sentiment data_files: - split: train path: digi_sentiment/train-* - split: validation path: digi_sentiment/validation-* - split: test path: digi_sentiment/test-* - config_name: digimag data_files: - split: train path: digimag/train-* - split: validation path: digimag/validation-* - split: test path: digimag/test-* - config_name: exappc data_files: - split: train path: exappc/train-* - split: validation path: exappc/validation-* - split: test path: exappc/test-* - config_name: farstail data_files: - split: train path: farstail/train-* - split: validation path: farstail/validation-* - split: test path: farstail/test-* - config_name: p3_qa_translated data_files: - split: train path: p3_qa_translated/train-* - split: validation path: p3_qa_translated/validation-* - config_name: pars_absa data_files: - split: train path: pars_absa/train-* - split: validation path: pars_absa/validation-* - split: test path: pars_absa/test-* - config_name: parsinlu_comp data_files: - split: train path: parsinlu_comp/train-* - split: validation path: parsinlu_comp/validation-* - split: test path: parsinlu_comp/test-* - config_name: parsinlu_en_fa data_files: - split: train path: parsinlu_en_fa/train-* - split: validation path: parsinlu_en_fa/validation-* - split: test path: parsinlu_en_fa/test-* - config_name: parsinlu_entailment data_files: - split: train path: parsinlu_entailment/train-* - split: validation path: parsinlu_entailment/validation-* - split: test path: parsinlu_entailment/test-* - config_name: parsinlu_fa_en data_files: - split: train path: parsinlu_fa_en/train-* - split: validation path: parsinlu_fa_en/validation-* - split: test path: parsinlu_fa_en/test-* - config_name: parsinlu_multiple_choice data_files: - split: train path: parsinlu_multiple_choice/train-* - split: validation path: parsinlu_multiple_choice/validation-* - split: test path: parsinlu_multiple_choice/test-* - config_name: parsinlu_qpp data_files: - split: train path: parsinlu_qpp/train-* - split: validation path: parsinlu_qpp/validation-* - split: test path: parsinlu_qpp/test-* - config_name: parsinlu_sentiment data_files: - split: train path: parsinlu_sentiment/train-* - config_name: persian_ner data_files: - split: train path: persian_ner/train-* - split: test path: persian_ner/test-* - config_name: persian_news data_files: - split: train path: persian_news/train-* - split: validation path: persian_news/validation-* - split: test path: persian_news/test-* - config_name: persian_qa data_files: - split: train path: persian_qa/train-* - split: validation path: persian_qa/validation-* - config_name: peyma data_files: - split: train path: peyma/train-* - split: validation path: peyma/validation-* - split: test path: peyma/test-* - config_name: pn_sum data_files: - split: train path: pn_sum/train-* - split: validation path: pn_sum/validation-* - split: test path: pn_sum/test-* - config_name: snapp_sentiment data_files: - split: train path: snapp_sentiment/train-* - split: validation path: snapp_sentiment/validation-* - split: test path: snapp_sentiment/test-* - config_name: syntran data_files: - split: train path: syntran/train-* - config_name: wiki_sum data_files: - split: train path: wiki_sum/train-* - split: validation path: wiki_sum/validation-* - split: test path: wiki_sum/test-* - config_name: xl_wic data_files: - split: train path: xl_wic/train-* - split: validation path: xl_wic/validation-* - split: test path: xl_wic/test-* ---

## Dataset Description - **Homepage:** https://github.com/Hojjat-Mokhtarabadi/FarsInstruct - **Repository:** https://github.com/Hojjat-Mokhtarabadi/promptsource - **Paper:** [FarsInstruct: Empowering Large Language Models for Persian Instruction Understanding](https://arxiv.org/abs/2407.11186) - **Point of Contact:** [Hojjat Mokhtarabadi](mailto:hmokhtarabadi.1999@gmail.com) ### Dataset Summary Instruction-tuned large language models, such as T0, have demonstrated remarkable capabilities in following instructions across various domains. However, their proficiency remains notably deficient in many low-resource languages. To address this challenge, we introduce FarsInstruct: a comprehensive instruction dataset designed to enhance the instruction-following ability of large language models specifically for the Persian language, a significant yet underrepresented language globally. FarsInstruct encompasses a wide range of task types and datasets, each containing a mix of straightforward to complex manual written instructions, as well as translations from Public Pool of Prompts, ensuring a rich linguistic and cultural representation. As of the current writing, FarsInstruct comprises more than 200 templates across 21 distinct datasets, and we intend to update it consistently, thus augmenting its applicability. ### Supported tasks Figure 1: Detailed depiction of 11 task types utilized in our dataset. Each box within the figure lists the specific datasets associated with the respective task type. Datasets designated for training are highlighted in blue, and those reserved for testing are marked in orange. Additionally, manual datasets, which have been specifically curated and prompted by our team, are enclosed with solid borders. In contrast, datasets that have been translated from English to Persian are enclosed with dashed borders ## Citation information ```bibtex @misc{mokhtarabadi2024farsinstructempoweringlargelanguage, title={FarsInstruct: Empowering Large Language Models for Persian Instruction Understanding}, author={Hojjat Mokhtarabadi and Ziba Zamani and Abbas Maazallahi and Hossein Manshaei}, year={2024}, eprint={2407.11186}, archivePrefix={arXiv}, primaryClass={cs.CL}, url={https://arxiv.org/abs/2407.11186}, } ```