| { |
| "name": "WildVision-Bench", |
| "release_date": "2024-06-17", |
| "subsets": { |
| "main": { |
| "language": [ |
| "en" |
| ], |
| "modalities": [ |
| "single_image_start" |
| ], |
| "task_type": "open_ended_qa", |
| "score_pipeline": [ |
| "llm-judge" |
| ], |
| "score_params": { |
| "rubric": "scale", |
| "scale": [ |
| -2, |
| 2 |
| ], |
| "official_judge_model": "gpt-4o" |
| }, |
| "score_protocol": { |
| "reference": "VLMEvalKit@vlmeval/dataset/wildvision.py:15-56,96-220 — GPT-4o judge with arena-style system prompt compares claude-3-sonnet reference (A) vs model (B), 5-way verdict A>>B..B>>A mapped to -2..2; headline Reward = (100*much_better + 50*better - 50*worse - 100*much_worse)/n and win rate. Reference answers: official WildVision-AI/WildVision-Bench GitHub data/vision_bench_0617/model_answers/claude-3-sonnet-20240229.jsonl (byte-identical to the claude3_sonnet column of VLMEvalKit WildVision.tsv, md5 b38f80156d49411c594772866b0d0b52).", |
| "note": "Official protocol is PAIRWISE preference vs a stored claude-3-sonnet reference answer with win-rate/reward headline — not absolute per-sample grading. Fixed 2026-07-07: per-row `reference_response` extra now carries the claude-3-sonnet-20240229 reference answer. Coverage: test_0617 = 500/500 (official answers file covers exactly this split; VLMEvalKit's 500-sample WildVision set is the 0617 set). test_0701 = 191/500 (only the rows shared with 0617; no public claude-3-sonnet answers exist for the remaining 309 rows — the WildVision org repo carrying model responses, WildVision/wildvision-arena-data, is gated, ships only 0617-era responses, and the official GitHub repo has no 0701 answers). Rows without a reference omit the field. The source questions ship no ground-truth answer column, so `answer` is empty by design." |
| }, |
| "prompt_template": "<image>{{ question }}", |
| "prompt_template_source": { |
| "origin": "official", |
| "reference": "https://github.com/open-compass/VLMEvalKit/blob/main/vlmeval/dataset/image_vqa.py (WildVision-Bench — judge-scored; bare question)", |
| "notes": "Tier 3: WildVision-Bench judge-scored eval: bare question per the official WildVision-Bench paper." |
| }, |
| "mapping_from_source": { |
| "media": { |
| "from": "image", |
| "type": "list", |
| "min_items": 1, |
| "max_items": 1 |
| }, |
| "id": { |
| "from": "question_id" |
| }, |
| "question": { |
| "from": "instruction" |
| }, |
| "extra": { |
| "reference_response": { |
| "from": "claude3_sonnet", |
| "note": "claude-3-sonnet-20240229 reference answer joined by question_id from the official WildVision-Bench GitHub answers file (data/vision_bench_0617/model_answers/claude-3-sonnet-20240229.jsonl); present on 500/500 test_0617 rows and 191/500 test_0701 rows (rows absent from the 0617 answer set omit the field)." |
| } |
| }, |
| "source": { |
| "format": "json", |
| "url": { |
| "test_0701": "https://huggingface.co/datasets/WildVision/wildvision-bench", |
| "test_0617": "https://huggingface.co/datasets/WildVision/wildvision-bench" |
| } |
| } |
| } |
| } |
| } |
| } |
