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WISE

Introduced by Yuwei Niu et al. in WISE: A World Knowledge-Informed Semantic Evaluation for Text-to-Image Generation10 Mar 2025 archive 2025-07-28

WISE, the first benchmark specifically designed for World Knowledge-Informed Semantic Evaluation. WISE moves beyond simple word-pixel mapping by challenging models with 1000 meticulously crafted prompts across 25 sub-domains in cultural common sense, spatio-temporal understanding, and natural science.

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Image Generation WISE MindOmni (w/ cot) Overall 0.71 MindOmni: Unleashing Reasoning Generation in Vision... easonxiao-888/mindomni 14 Compare
WISE UniWorld-V1 Overall 0.55 UniWorld-V1: High-Resolution Semantic Encoders for... PKU-YuanGroup/UniWorld-V1 +1 11 Compare

Papers archive 2025-07-28

12 shown of 12 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 22. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

MIT

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • WISE

1 variant name, as the archive lists them.

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