task: "mmmu_pro_vision"
tag:
  - public_eval_qwen3_5_family
  - public_eval_gemini3_family
dataset_path: MMMU/MMMU_Pro
dataset_name: vision
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
generation_kwargs:
  max_new_tokens: 16384

metric_list:
  - metric: mmmu_acc
    aggregation: !function utils.mmmu_pro_aggregate_results
    higher_is_better: true
lmms_eval_specific_kwargs:
  default:
    pre_prompt: ""
    post_prompt: "Answer with the option letter from the given choices directly. The last line of your response should be of the following format: 'Answer: $LETTER' (without quotes) where LETTER is one of options."
  penguinvl:
    format: "penguinvl"
    vision_prompt: "Question: analyze the image and answer the associated question."
    post_prompt: "Please reasoning step by step and select the correct answer from the options above.\n"
  qwen3_vl:
    format: "qwen3_vl"
    pre_prompt: "Question: "
    post_prompt: "Answer with the option letter only."
    vision_prompt: "Question: analyze the image and answer the associated question."
include: _default_template_yaml