| --- |
| 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-* |
| --- |
| [<img src="https://raw.githubusercontent.com/huggingface/yourbench/main/docs/assets/yourbench-badge-web.png" |
| alt="Built with YourBench" width="200" height="32" />](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: '<custom_prompt: # Multi-Hop Document Comprehension |
| Question Genera...>' |
| 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)* |
