{ "name": "A-OKVQA", "release_date": "2022-08-03", "subsets": { "main": { "language": [ "en" ], "modalities": [ "single_image_start" ], "task_type": "multiple_choice_qa", "score_type": "rule", "score_protocol": { "reference": "official@github.com/allenai/aokvqa evaluation/eval_predictions.py — MC metric: acc = float(pred == choices[correct_choice_idx]); exact-match of the chosen option string, no LLM/fuzzy.", "note": "A-OKVQA officially has TWO settings — direct-answer (VQA-accuracy, 10 refs) and multiple-choice. The mm-eval copy ships the MULTIPLE-CHOICE setting (choices A-D, single gold letter), so this classifies the MC exact-match protocol, not the DA vqa_accuracy protocol." }, "prompt_template": "{% if hint %}Hint: {{ hint }}\n{% endif %}Question: {{ question }}\nOptions:\n{% for k, v in options.items() %}{{ k }}. {{ v }}\n{% endfor %}Please select the correct answer from the options above. ", "mapping_from_source": { "media": { "from": "image", "type": "list", "min_items": 1, "max_items": 1 }, "id": { "from": "id" }, "question": { "from": "question" }, "answer": { "from": "answer", "optional": true }, "options": { "from": "choices", "optional": true, "note": "list source values are normalized to {A,B,...} dict" }, "extra": { "rationales": { "from": "rationales" } }, "source": { "format": "huggingface", "url": { "validation": "https://huggingface.co/datasets/HuggingFaceM4/A-OKVQA" } } }, "prompt_template_source": { "origin": "official", "reference": "https://github.com/open-compass/VLMEvalKit/blob/main/vlmeval/dataset/image_mcq.py#L212-L247 (ImageMCQDataset.build_prompt; dataset key 'A-OKVQA' registered at image_mcq.py#L113)", "notes": "Tier 3: dataset authors publish no VLM model-input prompt (allenai/aokvqa ships only a text-only GPT-3 few-shot prompt, gpt3/query_gpt3.py#L72-L76, and classifier-based transfer experiments); VLMEvalKit registers A-OKVQA under the generic MCQ handler whose Hint:/Question:/Options:/'Please select the correct answer from the options above. ' output the published template reproduces byte-for-byte." } } } }