{ "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 %}{% 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." } } } }