| { | |
| "name": "SeePhys", | |
| "release_date": "2025-05-15", | |
| "subsets": { | |
| "default": { | |
| "language": [ | |
| "en" | |
| ], | |
| "modalities": [ | |
| "multi_image_start" | |
| ], | |
| "task_type": "short_answer_qa", | |
| "score_pipeline": [ | |
| "exact-match", | |
| "rule-match", | |
| "llm-judge" | |
| ], | |
| "score_protocol": { | |
| "reference": "VLMEvalKit@vlmeval/dataset/utils/seephys.py:187-260 — post_check rule prefetch (extract_by_rule + sympy quick_compare, abs tol 1e-6) scores 1 without any LLM; otherwise LLM answer extraction then LLM binary 0/1 judgement (score_func with prompt_scoring); default judge 'deepseek' (image_vqa.py:1658). Official seephys-project repo delegates evaluation to this VLMEvalKit integration (--judge deepseek, valid_type LLM); lmms-eval@lmms_eval/tasks/seephys/seephys_utils.py:62-110 mirrors (quick_extract else LLM judge). [Re-verified in clone 2026-07-07: post_check at seephys.py:191-206, extract/score_func at :212-260, default model 'deepseek' at image_vqa.py:1658, seephys_process_results at seephys_utils.py:66-110.]", | |
| "note": "Official judge model is deepseek. Official prompt appends a CoT <think>/<answer> instruction and a per-row significant-figures requirement (sig_figs shipped in extra); the mm-eval prompt template is bare images+question without those instructions. Numeric prefetch tolerance is absolute 1e-6 (not relative)." | |
| }, | |
| "prompt_template": "{% for _ in range(n_images) %}<image>{% endfor %}{{ question }}", | |
| "prompt_template_source": { | |
| "origin": "official", | |
| "reference": "https://huggingface.co/datasets/SeePhys/SeePhys", | |
| "notes": "Tier 1: SeePhys open-ended physics VQA; variable image count per row (1-4), single-prompt eval format." | |
| }, | |
| "mapping_from_source": { | |
| "media": { | |
| "from": "images", | |
| "type": "list", | |
| "min_items": 1, | |
| "max_items": 4 | |
| }, | |
| "id": { | |
| "from": "id" | |
| }, | |
| "question": { | |
| "from": "question" | |
| }, | |
| "answer": { | |
| "from": "answer", | |
| "optional": true | |
| }, | |
| "extra": { | |
| "n_images": { | |
| "from": "n_images" | |
| }, | |
| "reasoning": { | |
| "from": "reasoning" | |
| }, | |
| "sig_figs": { | |
| "from": "sig_figs" | |
| }, | |
| "level": { | |
| "from": "level" | |
| }, | |
| "subject": { | |
| "from": "subject" | |
| }, | |
| "language_field": { | |
| "from": "language_field" | |
| } | |
| }, | |
| "source": { | |
| "format": "json", | |
| "url": { | |
| "train": "https://huggingface.co/datasets/SeePhys/SeePhys" | |
| } | |
| } | |
| } | |
| } | |
| } | |
| } |