README.md

metadata

license: other
license_name: mixed-source-licenses
license_link: https://huggingface.co/datasets/GMLRVigil/BenchCheck-MetaBenchmark#licences
task_categories:
  - video-classification
  - visual-question-answering
language:
  - en
pretty_name: BenchCheck meta-benchmark (v6)
size_categories:
  - n<1K
configs:
  - config_name: meta_benchmark
    data_files: items/meta_benchmark.jsonl
    default: true
  - config_name: coverage_census
    data_files: items/coverage_census.jsonl

BenchCheck meta-benchmark (v6)

840 multiple-choice video questions from 76 public video benchmarks, one item per video, four capability groups x 210 (Perception, Temporal, Spatial / physical, Reasoning / knowledge). The set is the difficulty-first census of the BenchCheck screened pool: items that none of the cheap attackers of the pool screening (text-only, single frame, 32-frame 2B model, options-only, shuffled frames) could solve, ranked by the worst-case attacker percentile, with the marked answers verified against the frames; no cap on any model's accuracy (v6, 2026-09-19: the earlier v5 composition capped the reference model's share of correct answers at 45 %, the cap is dropped so that every row of the leaderboard is a measurement).

Construction (five steps; details in the paper appendix)

1. Candidates: the screened pool; the 3,000 items with the smallest worst-case attacker percentile (one per video).
2. Capability labels: Claude Opus 5 assigns one of 18 fine categories from the question, options and gold answer; the categories map to the four groups.
3. Verification of the marked answer: Claude Opus 5 reads the frames (32, then 512 for unconfirmed items), the question, the options and the marked answer and returns supported / contradicted / not verifiable / definition dependent. Kept: supported; reversed clips (AoTBench RTime, TempCompass direction); not verifiable on videos >= 60 s. Dropped: contradicted; definition dependent; not verifiable on videos < 60 s. Ordering questions whose options are the events themselves are excluded (not scorable as single choice). 3b. Selection: per group the verified items in worst-case attacker percentile order (hardest first) until 210, one item per video, no reference cap. The reference model (Claude Opus 5, VIDEO protocol) answers 56.8 % of the resulting items; this is reported, not constrained.
4. Protocols: VIDEO (1 fps, <= 512 frames, short side 224) and BLIND (question + options, 4 permutations); see code/prompt.md.

Version v6: final composition.

Files

• items/coverage_census.jsonl: the coverage census used as the appendix comparison (832 items, at most 8 per benchmark from 106 benchmarks, one per video where possible; same fields without the verification).
• items/meta_benchmark.jsonl: one line per item (fields: item_id, benchmark, capability_group, fine_category, question, options, answer, answer_idx, chance, video, video_id, duration_s, attack_pct, verification, source_version, license).
• items/summary.json: counts per group, benchmark and verification reason.
• videos/<video_id>.mp4: normalized videos (840 files; H.264, at most 1,024 stored frames per video).
• code/prompt.md: the exact prompts, the frame sampling rule (1 fps over the timeline, at most 512 frames uniformly thinned, short side 224; the stored videos hold at most 1,024 frames) and the scoring rule.
• results/leaderboard.csv: current leaderboard (Overall = VIDEO, Blind, Gain, per-group accuracy; n = items scored).

Composition

Groups: {'perception': 210, 'temporal': 210, 'spatial_physical': 210, 'reasoning_knowledge': 210}. Largest sources: {'S-EMBER': 109, 'AoTBench': 92, 'ALLVB': 45, 'TOC-Bench': 38, 'UrbanVideo-Bench': 34, 'Camera Movement Understanding (BU_Google)': 33, 'VideoAds': 31, 'Video-MME-v2': 28}. Verification reasons: {'reversed_clip': 88, 'supported': 533, 'not_verifiable_long': 219}. Median duration 42 s; 282 videos >= 300 s; mean chance 29.7%.

Licences

Every item keeps the licence of its source benchmark (field license; {'unknown': 185, 'CC-BY-4.0': 57, '': 42, 'custom': 72, 'CC-BY-NC-SA-4.0': 137, 'MIT': 99, 'CC-BY-NC-4.0': 156, 'Apache-2.0': 84, 'CC-BY-SA-4.0': 7, 'CC-BY-NC-ND-4.0': 1}). Items are redistributed for research evaluation only; check the source benchmark's terms before any other use.