--- dataset_info: - config_name: librusec_history features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: 'null' - name: metadata struct: - name: id dtype: string - name: source_path dtype: string splits: - name: test num_bytes: 9288308 num_examples: 128 download_size: 287104 dataset_size: 9288308 - config_name: librusec_mhqa features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: 'null' - name: metadata struct: - name: id dtype: string - name: source_path dtype: 'null' splits: - name: test num_bytes: 6973356 num_examples: 384 download_size: 339262 dataset_size: 6973356 - config_name: long_context_multiq features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: 'null' - name: metadata struct: - name: id dtype: string - name: source_path dtype: string splits: - name: test num_bytes: 137088574 num_examples: 1200 download_size: 65723227 dataset_size: 137088574 - config_name: matreshka_names features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: 'null' - name: metadata struct: - name: id dtype: int64 - name: source_path dtype: string splits: - name: test num_bytes: 110197693 num_examples: 900 download_size: 10212227 dataset_size: 110197693 - config_name: matreshka_yes_no features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: string - name: metadata struct: - name: id dtype: int64 - name: source_path dtype: string splits: - name: test num_bytes: 220381278 num_examples: 1799 download_size: 10269004 dataset_size: 220381278 - config_name: passkey features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: 'null' - name: metadata struct: - name: id dtype: int64 - name: source_path dtype: string splits: - name: test num_bytes: 135062614 num_examples: 1200 download_size: 6706454 dataset_size: 135062614 - config_name: passkey_with_librusec features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: 'null' - name: metadata struct: - name: id dtype: int64 - name: source_path dtype: string splits: - name: test num_bytes: 138752007 num_examples: 1200 download_size: 68813259 dataset_size: 138752007 - config_name: ru_2wikimultihopqa features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: 'null' - name: metadata struct: - name: id dtype: string - name: source_path dtype: string splits: - name: test num_bytes: 20384223 num_examples: 300 download_size: 10115092 dataset_size: 20384223 - config_name: ru_babilong_qa1 features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: string - name: metadata struct: - name: id dtype: string - name: source_path dtype: 'null' splits: - name: test num_bytes: 98592899 num_examples: 600 download_size: 50184619 dataset_size: 98592899 - config_name: ru_babilong_qa2 features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: string - name: metadata struct: - name: id dtype: string - name: source_path dtype: 'null' splits: - name: test num_bytes: 98616350 num_examples: 600 download_size: 50202521 dataset_size: 98616350 - config_name: ru_babilong_qa3 features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: string - name: metadata struct: - name: id dtype: string - name: source_path dtype: 'null' splits: - name: test num_bytes: 98734535 num_examples: 600 download_size: 50147272 dataset_size: 98734535 - config_name: ru_babilong_qa4 features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: string - name: metadata struct: - name: id dtype: string - name: source_path dtype: 'null' splits: - name: test num_bytes: 98509371 num_examples: 600 download_size: 50170814 dataset_size: 98509371 - config_name: ru_babilong_qa5 features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: string - name: metadata struct: - name: id dtype: string - name: source_path dtype: 'null' splits: - name: test num_bytes: 98450820 num_examples: 600 download_size: 50175383 dataset_size: 98450820 - config_name: ru_gsm100 features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: 'null' - name: metadata struct: - name: id dtype: string - name: source_path dtype: string splits: - name: test num_bytes: 3094379 num_examples: 100 download_size: 43906 dataset_size: 3094379 - config_name: ru_qasper features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: 'null' - name: metadata struct: - name: id dtype: string - name: source_path dtype: string splits: - name: test num_bytes: 10664041 num_examples: 203 download_size: 2978374 dataset_size: 10664041 - config_name: ru_quality features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: string - name: metadata struct: - name: id dtype: string - name: source_path dtype: 'null' splits: - name: test num_bytes: 9095705 num_examples: 202 download_size: 427250 dataset_size: 9095705 - config_name: ru_sci_abstract_retrieval features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: string - name: metadata struct: - name: id dtype: string - name: source_path dtype: string splits: - name: test num_bytes: 270306154 num_examples: 1240 download_size: 111456155 dataset_size: 270306154 - config_name: ru_sci_fi features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: string - name: metadata struct: - name: id dtype: string - name: source_path dtype: 'null' splits: - name: test num_bytes: 7217269 num_examples: 64 download_size: 399160 dataset_size: 7217269 - config_name: ru_sci_passage_count features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: 'null' - name: metadata struct: - name: id dtype: string - name: source_path dtype: string splits: - name: test num_bytes: 110232625 num_examples: 600 download_size: 29891223 dataset_size: 110232625 - config_name: ru_tpo features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: string - name: metadata struct: - name: id dtype: string - name: source_path dtype: 'null' splits: - name: test num_bytes: 7921499 num_examples: 251 download_size: 284509 dataset_size: 7921499 - config_name: ru_trec features: - name: length dtype: string - name: context dtype: string - name: input dtype: string - name: positive_outputs sequence: string - name: negative_outputs sequence: 'null' - name: metadata struct: - name: id dtype: string - name: source_path dtype: string splits: - name: test num_bytes: 18657206 num_examples: 300 download_size: 7280413 dataset_size: 18657206 configs: - config_name: librusec_history data_files: - split: test path: librusec_history/test-* - config_name: librusec_mhqa data_files: - split: test path: librusec_mhqa/test-* - config_name: long_context_multiq data_files: - split: test path: long_context_multiq/test-* - config_name: matreshka_names data_files: - split: test path: matreshka_names/test-* - config_name: matreshka_yes_no data_files: - split: test path: matreshka_yes_no/test-* - config_name: passkey data_files: - split: test path: passkey/test-* - config_name: passkey_with_librusec data_files: - split: test path: passkey_with_librusec/test-* - config_name: ru_2wikimultihopqa data_files: - split: test path: ru_2wikimultihopqa/test-* - config_name: ru_babilong_qa1 data_files: - split: test path: ru_babilong_qa1/test-* - config_name: ru_babilong_qa2 data_files: - split: test path: ru_babilong_qa2/test-* - config_name: ru_babilong_qa3 data_files: - split: test path: ru_babilong_qa3/test-* - config_name: ru_babilong_qa4 data_files: - split: test path: ru_babilong_qa4/test-* - config_name: ru_babilong_qa5 data_files: - split: test path: ru_babilong_qa5/test-* - config_name: ru_gsm100 data_files: - split: test path: ru_gsm100/test-* - config_name: ru_qasper data_files: - split: test path: ru_qasper/test-* - config_name: ru_quality data_files: - split: test path: ru_quality/test-* - config_name: ru_sci_abstract_retrieval data_files: - split: test path: ru_sci_abstract_retrieval/test-* - config_name: ru_sci_fi data_files: - split: test path: ru_sci_fi/test-* - config_name: ru_sci_passage_count data_files: - split: test path: ru_sci_passage_count/test-* - config_name: ru_tpo data_files: - split: test path: ru_tpo/test-* - config_name: ru_trec data_files: - split: test path: ru_trec/test-* license: mit language: - ru tags: - nlp - benchmark - russian - long-context - evaluation --- # LIBRA: Long Input Benchmark for Russian Analysis ## Dataset Summary LIBRA (Long Input Benchmark for Russian Analysis) is designed to evaluate the capabilities of large language models (LLMs) in understanding and processing long texts in Russian. This benchmark includes 21 datasets adapted for different tasks and complexities. The tasks are divided into four complexity groups and allow evaluation across various context lengths ranging from 4k up to 128k tokens. ## Dataset Structure The datasets are divided into subsets based on context lengths: 4k, 8k, 16k, 32k, 64k, and 128k tokens. Each subset contains a different number of samples depending on the task complexity. ## Tasks and Complexity Groups ### Group I: Simple Information Retrieval - **Passkey**: Extract a relevant piece of code number from a long text fragment. Based on the original [PassKey test](https://github.com/CStanKonrad/long_llama/blob/main/examples/passkey.py) from the m LongLLaMA’s GitHub repo. - **PasskeyWithLibrusec**: Similar to Passkey but with added noise from Librusec texts. ### Group II: Question Answering and Multiple Choice - **MatreshkaNames**: Identify the person in dialogues based on the discussed topic. We used [Matreshka](https://huggingface.co/datasets/zjkarina/matreshka) dataset and [Russian Names](https://www.kaggle.com/datasets/rai220/russian-cyrillic-names-and-sex/data) dataset to create this and the next task. - **MatreshkaYesNo**: Indicate whether a specific topic was mentioned in the dialog. - **LibrusecHistory**: Answer questions based on historical texts. Ideologically similiar to the [PassageRetrieval dataset](https://huggingface.co/datasets/THUDM/LongBench/viewer/passage_retrieval_en) from LongBench. - **ruTREC**: Few-shot in-context learning for topic classification. Created by translating the [TREC dataset](https://huggingface.co/datasets/THUDM/LongBench/viewer/trec_e) from LongBench. - **ruSciFi**: Answer true/false based on context and general world knowledge. Translation of [SciFi dataset](https://huggingface.co/datasets/L4NLP/LEval/viewer/sci_f) from L-Eval which originally was based on [SF-Gram](https://github.com/nschaetti/SFGram-dataset). - **ruSciAbstractRetrieval**: Retrieve relevant paragraphs from scientific abstracts. - **ruTPO**: Multiple-choice questions similar to TOEFL exams. Translation of the [TPO dataset](https://huggingface.co/datasets/L4NLP/LEval/viewer/tpo) from L-Eval. - **ruQuALITY**: Multiple-choice QA tasks based on detailed texts. Created by translating the [QuALITY dataset](https://huggingface.co/datasets/L4NLP/LEval/viewer/quality) from L-Eval. ### Group III: Multi-hop Question Answering - **ruBABILongQA**: 5 long-context reasoning tasks for QA using facts hidden among irrelevant information. - **LongContextMultiQ**: Multi-hop QA based on Wikidata and Wikipedia. - **LibrusecMHQA**: Multi-hop QA requiring information distributed across several text parts. - **ru2WikiMultihopQA**: Translation of the [2WikiMultihopQA dataset](https://huggingface.co/datasets/THUDM/LongBench/viewer/2wikimqa_e) from LongBench. ### Group IV: Complex Reasoning and Mathematical Problems - **ruSciPassageCount**: Count unique paragraphs in a long text. Uses the basic idea of the original [PassageCount dataset](https://huggingface.co/datasets/THUDM/LongBench/viewer/passage_count) from LongBench. - **ruQasper**: Question Answering over academic research papers. Created by translating the [Qasper dataset](https://huggingface.co/datasets/THUDM/LongBench/viewer/qasper_e) from LongBench. - **ruGSM100**: Solve math problems using Chain-of-Thought reasoning. Created by translating the [GSM100](https://huggingface.co/datasets/L4NLP/LEval/viewer/gsm100) dataset from L-Eval. ## Metrics We use **Exact Match (EM)** and **F1** metrics in our tests. **EM** metric is used to evaluate the accuracy of the model's responses by comparing the predicted answers to the ground truth. It is particularly effective for tasks where precise matching of responses is critical, such as question answering and retrieval tasks. ## Citation ``` @misc{churin2024longinputbenchmarkrussian, title={Long Input Benchmark for Russian Analysis}, author={Igor Churin and Murat Apishev and Maria Tikhonova and Denis Shevelev and Aydar Bulatov and Yuri Kuratov and Sergei Averkiev and Alena Fenogenova}, year={2024}, eprint={2408.02439}, archivePrefix={arXiv}, primaryClass={cs.CL}, url={https://arxiv.org/abs/2408.02439}, } ``` ## GitHub For more details and code, please visit our [GitHub repository](https://github.com/ai-forever/LIBRA/).