{ "name": "ZeroBench", "release_date": "2025-02-11", "subsets": { "default": { "language": [ "en" ], "modalities": [ "multi_image_start" ], "task_type": "short_answer_qa", "score_type": "rule", "score_protocol": { "reference": "official jonathan-roberts1/zerobench@README evaluation snippet — extract final answer from curly braces (regex r\"\\{(.*?)\\}\"), then case-insensitive exact match with length check against ground truth; pass@1 accuracy. lmms-eval@lmms_eval/tasks/zerobench/utils.py:21-56 — normalized exact match with Decimal numeric equality, no LLM. [Re-verified 2026-07-07: README snippet quotes pattern r\"\\{(.*?)\\}\" and parsed_answer[:len(gt)].lower()==gt.strip().lower() with length check, pass@1 and k/n reliability; clone utils.py:22-50 _normalize_text/_to_decimal/_is_exact_match confirmed.]", "note": "Official prompt instructs 'give the final answer in curly braces'; the mm-eval prompt template is bare images+question with no answer-format instruction (lmms-eval at least appends 'Answer with only the final answer.'), so template extraction has weaker anchors. mm-eval ships both zerobench (100 main) and zerobench_subquestions (334) HF configs under one 'default' subset; official headline is main-question pass@1 (o1-style k/n reliability variants and subquestion accuracy reported separately) — do not pool the two configs into one accuracy number." }, "prompt_template": "{% for _ in range(n_images) %}{% endfor %}{{ question }}", "prompt_template_source": { "origin": "official", "reference": "https://huggingface.co/datasets/jonathan-roberts1/zerobench", "notes": "Tier 1: ZeroBench published as open-ended VQA on HF; dataset card describes single-prompt evaluation across both zerobench (100 main) and zerobench_subquestions (334 decomposed) splits." }, "mapping_from_source": { "media": { "from": "question_images_decoded", "type": "list", "min_items": 1, "max_items": 3 }, "id": { "from": "question_id" }, "question": { "from": "question_text" }, "answer": { "from": "question_answer", "optional": true }, "source": { "format": "huggingface", "url": { "zerobench": "https://huggingface.co/datasets/jonathan-roberts1/zerobench", "zerobench_subquestions": "https://huggingface.co/datasets/jonathan-roberts1/zerobench" } } } } } }