Datasets › CommercialAdsDataset

CommercialAdsDataset

Introduced by Yongjie Zhu et al. in AdsCVLR: Commercial Visual-Linguistic Representation Modeling in Sponsored Search10 Oct 2022 archive 2025-07-28

A large commercial Ads Dataset includes 480K labeled query-ad pairwise data with structured information of image, title, seller, description, and so on.

Homepage Benchmarks Papers JSON

Benchmarks archive 2025-07-28

All 1 leaderboard 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)	Paper	Code
Image-text matching	CommercialAdsDataset	AlignCMSS ADD(S) AUC 91.73	Align before Search: Aligning Ads Image to Text for...	pter61/aligncmss	8	Compare

Papers archive 2025-07-28

8 shown of 8 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 8. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

			Date	Samples run Syntology
Align before Search: Aligning Ads Image to Text for Accurate Cross-Modal Sponsored Search	1	1	28 Sep 2023	not harvested
AdsCVLR: Commercial Visual-Linguistic Representation Modeling in Sponsored Search	0	1	10 Oct 2022	not harvested
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation	9	1	28 Jan 2022	not harvested
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation	6	1	16 Jul 2021	ran 3 of 5 samples (2 unverified; 3 pointer-only for licence)
VinVL: Revisiting Visual Representations in Vision-Language Models	7	1	2 Jan 2021	ran 2 of 2 samples (0 unverified; 1 pointer-only for licence)
Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks	4	1	13 Apr 2020	ran 11 of 23 samples (12 unverified)
VL-BERT: Pre-training of Generic Visual-Linguistic Representations	3	1	22 Aug 2019	ran 0 of 1 samples (1 unverified)
Unicoder-VL: A Universal Encoder for Vision and Language by Cross-modal Pre-training	0	1	16 Aug 2019	not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Image-text matching

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

English

Variants archive 2025-07-28

CommercialAdsDataset

1 variant name, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections