Natural Language Inference on SNLI-VE val

Metric: Accuracy (higher is better)

LeaderboardDataset

Loading chart...

Results

Submit a result

Hide extra data

Sort:

#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	OFA	91	No	OFA: Unifying Architectures, Tasks, and Modaliti...	2022-02-07	Code
2	Prompt Tuning	90.04	No	Prompt Tuning for Generative Multimodal Pretrain...	2022-08-04	Code
3	CoCa	87	No	CoCa: Contrastive Captioners are Image-Text Foun...	2022-05-04	Code
4	SimVLM	86.21	No	SimVLM: Simple Visual Language Model Pretraining...	2021-08-24	Code
5	SOHO	85	No	Seeing Out of tHe bOx: End-to-End Pre-training f...	2021-04-07	Code
6	CLIP-ViL	80.2	Yes	How Much Can CLIP Benefit Vision-and-Language Ta...	2021-07-13	Code
7	VILLA-LARGE	80.18	Yes	Large-Scale Adversarial Training for Vision-and-...	2020-06-11	Code
8	UNITER	78.98	No	UNITER: UNiversal Image-TExt Representation Lear...	2019-09-25	Code
9	EVE-ROI*	70.81	No	Visual Entailment: A Novel Task for Fine-Grained...	2019-01-20	Code

#1OFASOTA
91
Accuracy· 2022-02-07
OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework Code
#2Prompt Tuning
90.04
Accuracy· 2022-08-04
Prompt Tuning for Generative Multimodal Pretrained Models Code
#3CoCa
87
Accuracy· 2022-05-04
CoCa: Contrastive Captioners are Image-Text Foundation Models Code
#4SimVLMSOTA
86.21
Accuracy· 2021-08-24
SimVLM: Simple Visual Language Model Pretraining with Weak Supervision Code
#5SOHOSOTA
85
Accuracy· 2021-04-07
Seeing Out of tHe bOx: End-to-End Pre-training for Vision-Language Representation Learning Code
#6CLIP-ViL
80.2
Accuracy· Extra Data· 2021-07-13
How Much Can CLIP Benefit Vision-and-Language Tasks?Code
#7VILLA-LARGESOTA
80.18
Accuracy· Extra Data· 2020-06-11
Large-Scale Adversarial Training for Vision-and-Language Representation Learning Code
#8UNITERSOTA
78.98
Accuracy· 2019-09-25
UNITER: UNiversal Image-TExt Representation Learning Code
#9EVE-ROI*SOTA
70.81
Accuracy· 2019-01-20
Visual Entailment: A Novel Task for Fine-Grained Image Understanding Code