task: "mmmu_pro_standard" tag: - public_eval_qwen3_5_family - public_eval_gemini3_family dataset_path: MMMU/MMMU_Pro dataset_name: "standard (10 options)" test_split: test output_type: generate_until doc_to_visual: !function utils.mmmu_pro_doc_to_visual doc_to_text: !function utils.mmmu_pro_doc_to_text doc_to_target: "{{answer}}" # The return value of process_results will be used by metrics process_results: !function utils.mmmu_pro_process_results metric_list: - metric: mmmu_acc aggregation: !function utils.mmmu_pro_aggregate_results higher_is_better: true include: _default_template_yaml lmms_eval_specific_kwargs: default: pre_prompt: "" post_prompt: "Answer with the option letter from the given choices directly." penguinvl: format: "penguinvl" post_prompt: "Please reasoning step by step and select the correct answer with the option letter from the options above.\n" qwen3_vl: format: "qwen3_vl" pre_prompt: "Question: " post_prompt: "Answer with the option letter only."