{
  "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"
          }
        }
      }
    }
  }
}