metadata: migrate score_type -> score_pipeline (atomic stage contract; see mm-eval scorer docs/en/SCORING.md)
Browse files- metadata.json +72 -68
metadata.json
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{
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}
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},
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"video_storage": {
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"format": "files",
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"media_root": "videos",
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"notes": "583 videos from the MMVU benchmark (yale-nlp/MMVU), hosted on HF. Covers 27 expert disciplines. Videos sourced from YouTube."
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},
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"prompt_template_source": {
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"origin": "official",
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"reference": "https://github.com/yale-nlp/MMVU/blob/main/utils/constant.py (MULTI_CHOICE_DO_PROMPT / OPEN_ENDED_DO_PROMPT — yale-nlp MMVU direct-output eval prompts)",
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"notes": "Tier 1: MMVU official evaluation prompts (yale-nlp MMVU paper authors): MCQ + open-ended branches."
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}
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}
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}
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{
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"name": "MMVU",
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"release_date": "2025-01-01",
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"subsets": {
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"main": {
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"language": [
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"en"
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],
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"modalities": [
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"single_video_start"
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],
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"task_type": "multiple_choice_qa",
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"score_pipeline": [
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"exact-match",
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"rule-match",
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"llm-judge"
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],
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"score_protocol": {
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"reference": "official@github.com/yale-nlp/MMVU acc_evaluation.py + utils/eval_utils.py — GPT-4o extracts the final answer and outputs a binary correctness flag for BOTH multiple-choice and open-ended questions; lmms-eval@lmms_eval/tasks/mmvu/utils.py:144-300 — hybrid: deterministic rule matching first (letter/substring/numeric with 0.01 tolerance), GPT judge (binary, gpt-4o default) fallback for open-ended only.",
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"note": "Official (yale-nlp) grades every sample with GPT-4o; the rule-first/judge-fallback execution matches lmms-eval's hybrid and is the endorsed efficiency deviation. Subset mixes MCQ (5 options A-E) and open-ended rows; extra.question_type carries source values 'multiple-choice'/'open-ended' which are NOT in the scorer vocabulary. Official judge model gpt-4o."
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},
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"prompt_template": "<video>{{ question }}{% if options %}\n{% for k, v in options.items() %}{{ k }}. {{ v }}\n{% endfor %}Answer with the option's letter from the given choices directly.{% endif %}",
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"mapping_from_source": {
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"media": {
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"from": "video_path",
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"type": "list",
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"min_items": 1,
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"max_items": 1
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},
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"id": {
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"from": "id"
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},
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"question": {
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"from": "question"
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},
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"answer": {
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"from": "answer",
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"optional": true
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},
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"options": {
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"from": "options",
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"optional": true,
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"note": "list source values are normalized to {A,B,...} dict"
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},
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"extra": {
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"video_id": {
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"from": "video_id"
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},
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"question_type": {
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"from": "question_type"
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},
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"subject": {
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"from": "subject"
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}
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},
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"source": {
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"format": "json",
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"url": {
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"validation": "https://huggingface.co/datasets/yale-nlp/MMVU"
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}
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}
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},
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"video_storage": {
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"format": "files",
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"media_root": "videos",
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"notes": "583 videos from the MMVU benchmark (yale-nlp/MMVU), hosted on HF. Covers 27 expert disciplines. Videos sourced from YouTube."
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},
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"prompt_template_source": {
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"origin": "official",
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"reference": "https://github.com/yale-nlp/MMVU/blob/main/utils/constant.py (MULTI_CHOICE_DO_PROMPT / OPEN_ENDED_DO_PROMPT — yale-nlp MMVU direct-output eval prompts)",
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"notes": "Tier 1: MMVU official evaluation prompts (yale-nlp MMVU paper authors): MCQ + open-ended branches."
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}
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}
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}
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}
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