--- pretty_name: My Custom Benchmark dataset_info: - config_name: chunked features: - name: document_id dtype: string - name: document_text dtype: string - name: document_filename dtype: string - name: document_metadata struct: - name: file_size dtype: int64 - name: document_summary dtype: string - name: summarization_model dtype: string - name: chunks list: - name: chunk_id dtype: string - name: chunk_text dtype: string - name: multihop_chunks list: - name: chunk_ids list: string - name: chunks_text list: string splits: - name: train num_bytes: 635911 num_examples: 1 download_size: 243267 dataset_size: 635911 - config_name: ingested features: - name: document_id dtype: string - name: document_text dtype: string - name: document_filename dtype: string - name: document_metadata struct: - name: file_size dtype: int64 splits: - name: train num_bytes: 133617 num_examples: 1 download_size: 78968 dataset_size: 133617 - config_name: multi_hop_questions features: - name: document_id dtype: string - name: additional_instructions dtype: string - name: question dtype: string - name: self_answer dtype: string - name: estimated_difficulty dtype: int64 - name: self_assessed_question_type dtype: string - name: generating_model dtype: string - name: thought_process dtype: string - name: raw_response dtype: string - name: citations list: string - name: original_question dtype: 'null' - name: question_rewriting_model dtype: 'null' - name: question_rewriting_rationale dtype: 'null' - name: raw_question_rewriting_response dtype: 'null' - name: source_chunk_ids list: string splits: - name: train num_bytes: 216630 num_examples: 18 download_size: 38811 dataset_size: 216630 - config_name: prepared_lighteval features: - name: question dtype: string - name: additional_instructions dtype: string - name: ground_truth_answer dtype: string - name: gold list: string - name: choices list: 'null' - name: question_category dtype: string - name: kind dtype: string - name: estimated_difficulty dtype: int64 - name: citations list: string - name: document_id dtype: string - name: chunk_ids list: string - name: question_generating_model dtype: string - name: chunks list: string - name: document dtype: string - name: document_summary dtype: string splits: - name: train num_bytes: 10018308 num_examples: 54 download_size: 204454 dataset_size: 10018308 - config_name: single_shot_questions features: - name: document_id dtype: string - name: additional_instructions dtype: string - name: question dtype: string - name: self_answer dtype: string - name: estimated_difficulty dtype: int64 - name: self_assessed_question_type dtype: string - name: generating_model dtype: string - name: thought_process dtype: string - name: raw_response dtype: string - name: citations list: string - name: original_question dtype: 'null' - name: question_rewriting_model dtype: 'null' - name: question_rewriting_rationale dtype: 'null' - name: raw_question_rewriting_response dtype: 'null' - name: chunk_id dtype: string splits: - name: train num_bytes: 417825 num_examples: 36 download_size: 49046 dataset_size: 417825 - config_name: summarized features: - name: document_id dtype: string - name: document_text dtype: string - name: document_filename dtype: string - name: document_metadata struct: - name: file_size dtype: int64 - name: document_summary dtype: string - name: summarization_model dtype: string splits: - name: train num_bytes: 133650 num_examples: 1 download_size: 79944 dataset_size: 133650 configs: - config_name: chunked data_files: - split: train path: chunked/train-* - config_name: ingested data_files: - split: train path: ingested/train-* - config_name: multi_hop_questions data_files: - split: train path: multi_hop_questions/train-* - config_name: prepared_lighteval data_files: - split: train path: prepared_lighteval/train-* - config_name: single_shot_questions data_files: - split: train path: single_shot_questions/train-* - config_name: summarized data_files: - split: train path: summarized/train-* --- [Built with YourBench](https://github.com/huggingface/yourbench) # My Custom Benchmark This dataset was generated using YourBench (v0.6.0), an open-source framework for generating domain-specific benchmarks from document collections. ## Pipeline Steps - **ingestion**: Read raw source documents, convert them to normalized markdown and save for downstream steps - **summarization**: Perform hierarchical summarization: chunk-level LLM summaries followed by combine-stage reduction - **chunking**: Split texts into token-based single-hop and multi-hop chunks - **single_shot_question_generation**: Generate standalone question-answer pairs per chunk using LLM - **multi_hop_question_generation**: Generate multi-hop QA pairs requiring reasoning across multiple chunks - **lighteval**: Merge QA pairs and chunk metadata into a lighteval compatible dataset for quick model-based scoring ## Reproducibility To reproduce this dataset, use YourBench v0.6.0 with the following configuration: ```yaml hf_configuration: hf_dataset_name: my_custom_benchmark hf_organization: Tooru-Tooru hf_token: $HF_TOKEN local_dataset_dir: data/saved_dataset jsonl_export_dir: data/jsonl_export pipeline_config: ingestion: source_documents_dir: data/raw output_dir: data/processed pdf_llm_prompt: yourbench/prompts/ingestion/pdf_llm_prompt.md summarization: summarization_user_prompt: yourbench/prompts/summarization/summarization_user_prompt.md combine_summaries_user_prompt: yourbench/prompts/summarization/combine_summaries_user_prompt.md chunking: {} single_shot_question_generation: additional_instructions: Generate questions to test a curious adult single_shot_system_prompt: yourbench/prompts/question_generation/single_shot_system_prompt.md single_shot_system_prompt_multi: yourbench/prompts/question_generation/single_shot_system_prompt_multi.md single_shot_user_prompt: yourbench/prompts/question_generation/single_shot_user_prompt.md multi_hop_question_generation: additional_instructions: Generate questions to test a curious adult multi_hop_system_prompt: yourbench/prompts/question_generation/multi_hop_system_prompt.md multi_hop_system_prompt_multi: '' multi_hop_user_prompt: yourbench/prompts/question_generation/multi_hop_user_prompt.md lighteval: {} model_list: - model_name: Qwen/Qwen2.5-VL-72B-Instruct api_key: $API_KEY max_concurrent_requests: 32 encoding_name: cl100k_base provider: hf-inference - model_name: Qwen/Qwen2.5-72B-Instruct api_key: $API_KEY max_concurrent_requests: 32 encoding_name: cl100k_base provider: novita model_roles: ingestion: - Qwen/Qwen2.5-VL-72B-Instruct summarization: - Qwen/Qwen2.5-72B-Instruct chunking: - intfloat/multilingual-e5-large-instruct single_shot_question_generation: - Qwen/Qwen2.5-72B-Instruct multi_hop_question_generation: - Qwen/Qwen2.5-72B-Instruct question_generation: - Qwen/Qwen2.5-VL-72B-Instruct cross_document_question_generation: - Qwen/Qwen2.5-VL-72B-Instruct question_rewriting: - Qwen/Qwen2.5-VL-72B-Instruct prepare_lighteval: - Qwen/Qwen2.5-VL-72B-Instruct lighteval: - Qwen/Qwen2.5-VL-72B-Instruct citation_score_filtering: - Qwen/Qwen2.5-VL-72B-Instruct ``` *(This dataset card was automatically generated by YourBench)*