| { | |
| "name": "ScienceQA", | |
| "release_date": "2022-09-20", | |
| "subsets": { | |
| "main": { | |
| "language": [ | |
| "en" | |
| ], | |
| "modalities": [ | |
| "single_image_start", | |
| "text" | |
| ], | |
| "task_type": "multiple_choice_qa", | |
| "score_pipeline": [ | |
| "exact-match", | |
| "rule-match" | |
| ], | |
| "score_protocol": { | |
| "reference": "lmms-eval@lmms_eval/tasks/scienceqa/utils.py:34-44 sqa_process_results — llava-style regex parse of the option letter, exact_match metric, no LLM. Matches official lupantech/ScienceQA get_pred_idx rule-based scoring. Confirmed in clone (pred compared to option letter, ^[A-Z]\\. pattern).", | |
| "note": "Mixed-modality (text-only rows have no image); all rows are MCQ, graded by exact letter match." | |
| }, | |
| "prompt_template": "{% if has_image %}<image>{% endif %}{% if hint %}Context: {{ hint }}\n{% endif %}Question: {{ question }}\nOptions:\n{% for k, v in options.items() %}({{ k }}) {{ v }}\n{% endfor %}Answer with the option letter from the given choices.", | |
| "mapping_from_source": { | |
| "media": { | |
| "from": "image", | |
| "type": "list", | |
| "min_items": 0, | |
| "max_items": 1 | |
| }, | |
| "id": { | |
| "from": "id" | |
| }, | |
| "question": { | |
| "from": "question" | |
| }, | |
| "answer": { | |
| "from": "answer", | |
| "optional": true | |
| }, | |
| "hint": { | |
| "from": "hint", | |
| "optional": true | |
| }, | |
| "options": { | |
| "from": "choices", | |
| "optional": true, | |
| "note": "list source values are normalized to {A,B,...} dict" | |
| }, | |
| "extra": { | |
| "has_image": { | |
| "from": "has_image" | |
| }, | |
| "subject": { | |
| "from": "subject" | |
| }, | |
| "grade": { | |
| "from": "grade" | |
| } | |
| }, | |
| "source": { | |
| "format": "json", | |
| "url": { | |
| "train": "https://huggingface.co/datasets/derek-thomas/ScienceQA", | |
| "validation": "https://huggingface.co/datasets/derek-thomas/ScienceQA", | |
| "test": "https://huggingface.co/datasets/derek-thomas/ScienceQA" | |
| } | |
| } | |
| }, | |
| "prompt_template_source": { | |
| "origin": "official", | |
| "reference": "https://github.com/EvolvingLMMs-Lab/lmms-eval/blob/main/lmms_eval/tasks/scienceqa/scienceqa.yaml (canonical post_prompt='\\nAnswer with the option's letter from the given choices directly.')", | |
| "notes": "Tier 4: lmms-eval ScienceQA canonical evaluation prompt; supports has_image/hint conditional rendering for the mixed-modality benchmark." | |
| } | |
| } | |
| } | |
| } |