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idefics-80b

Text Generation
Transformers
PyTorch
Safetensors
4 datasets
English
idefics
pretraining
multimodal
text
image
image-to-text
text-generation-inference
10 papers
Model card Files Community
23
Leyo commited on
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70fea44
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1 Parent(s): 5cc3ed2

fix table results rounding

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  1. README.md +11 -12
README.md CHANGED
@@ -172,18 +172,17 @@ We perform checkpoint selection based on validation sets of TODO, and select the
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  TODO: beautiful plots of shots scaling laws.
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  | Model | Shots | VQAv2 (OE VQA acc) | OKVQA (OE VQA acc) | TextVQA (OE VQA acc) | VizWiz (OE VQA acc) | TextCaps (CIDEr) | Coco (CIDEr) | NoCaps (CIDEr) | Flickr (CIDEr) | ImageNet1k (accuracy) | VisDial (NDCG) | HatefulMemes (ROC AUC) | ScienceQA (accuracy) | RenderedSST2 (accuracy) | Winoground (group_score (image_score/text_score)) |
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- |:-----------|--------:|-----------------------------:|-----------------------------:|-------------------------------:|------------------------------:|-------------------:|---------------:|-----------------:|-----------------:|------------------------:|-----------------:|-------------------------:|-----------------------:|--------------------------:|----------------------------------------------------:|
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- | IDEFIX 80B | 0 | 60.1 | 45.2 | 31 | 36 | 56.9 | 91.9 | 65 | 53.7 | 74.3 | 48.9 | 60.7 | 69 | 60.6 | 8 (18.8/22.5) |
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- | | 4 | 63.5 | 52.4 | 34.7 | 45.9 | 77.9 | 109.3 | 101.1 | 69 | - | 48.7 | 58.7 | 66.3 | 64 | - |
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- | | 8 | 64.6 | 55.3 | 35.5 | 49.3 | 82.6 | 114 | 104.8 | 74.4 | - | 48.2 | 57.9 | - | 64.3 | - |
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- | | 16 | 65.4 | 56.9 | 36.4 | 51.6 | 85.2 | 116.6 | 105.7 | 76.9 | - | - | 56.1 | - | 66.9 | - |
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- | | 32 | 66 | 58.1 | 37 | 52.6 | 86.1 | 116.5 | 106.4 | 79 | - | - | 54.4 | - | 68.1 | - |
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- <br>
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- | IDEFIX 9B | 0 | 50.9 | 38.5 | 25.9 | 35.6 | 25.4 | 46.1 | 36.9 | 27.3 | 70.7 | 48.8 | 51.8 | 44.3 | 61.9 | 5 (16.8/20.8)|
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- | | 4 | 55.6 | 45.9 | 26.8 | 42 | 60.9 | 89 | 78.5 | 52.3 | - | 48.2 | 52.6 | 41.7 | 60.6 | - |
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- | | 8 | 56.5 | 47.4 | 26.9 | 42.9 | 63.8 | 97 | 84.4 | 60.3 | - | 47.5 | 52.3 | - | 66.8 | - |
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- | | 16 | 57.2 | 49.1 | 28.1 | 45 | 68.1 | 99.6 | 87.2 | 65 | - | - | 52.6 | - | 66 | - |
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- | | 32 | 58 | 50.5 | 28.2 | 46 | 69.7 | 101.5 | 88.7 | 66 | - | - | 53.1 | - | 63.5 | - |
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  # Technical Specifications
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  TODO: beautiful plots of shots scaling laws.
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  | Model | Shots | VQAv2 (OE VQA acc) | OKVQA (OE VQA acc) | TextVQA (OE VQA acc) | VizWiz (OE VQA acc) | TextCaps (CIDEr) | Coco (CIDEr) | NoCaps (CIDEr) | Flickr (CIDEr) | ImageNet1k (accuracy) | VisDial (NDCG) | HatefulMemes (ROC AUC) | ScienceQA (accuracy) | RenderedSST2 (accuracy) | Winoground (group_score (image_score/text_score)) |
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+ |:-----------|--------:|---------------------:|---------------------:|-----------------------:|----------------------:|-------------------:|---------------:|-----------------:|-----------------:|------------------------:|-----------------:|-------------------------:|-----------------------:|--------------------------:|----------------------------------------------------:|
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+ | IDEFIX 80B | 0 | 60 | 45.2 | 30.9 | 36 | 56.8 | 91.8 | 65 | 53.7 | 74.3 | 48.8 | 60.6 | 68.9 | 60.5 | 8 (18.8/22.5)|
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+ | | 4 | 63.4 | 52.3 | 34.7 | 45.8 | 77.9 | 109.3 | 101.1 | 68.9 | - | 48.6 | 58.7 | 66.3 | 63.9 | - |
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+ | | 8 | 64.5 | 55.2 | 35.4 | 49.3 | 82.5 | 113.9 | 104.7 | 74.3 | - | 48.1 | 57.8 | - | 64.3 | - |
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+ | | 16 | 65.4 | 56.8 | 36.3 | 51.5 | 85.2 | 116.6 | 105.6 | 76.8 | - | - | 56 | - | 66.9 | - |
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+ | | 32 | 66 | 58 | 37 | 52.6 | 86.1 | 116.5 | 106.3 | 78.9 | - | - | 54.3 | - | 68 | - |
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+ | IDEFIX 9B | 0 | 50.9 | 38.4 | 25.9 | 35.5 | 25.4 | 46 | 36.8 | 27.3 | 70.7 | 48.7 | 51.7 | 44.2 | 61.8 | 5 (16.8/20.8)|
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+ | | 4 | 55.6 | 45.8 | 26.8 | 42 | 60.8 | 88.9 | 78.4 | 52.2 | -1 | 48.1 | 52.6 | 41.6 | 60.6 | - |
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+ | | 8 | 56.4 | 47.3 | 26.8 | 42.8 | 63.7 | 96.9 | 84.3 | 60.3 | -1 | 47.5 | 52.3 | -1 | 66.8 | - |
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+ | | 16 | 57.2 | 49 | 28.1 | 45 | 68 | 99.6 | 87.2 | 65 | - | - | 52.5 | - | 66 | - |
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+ | | 32 | 57.9 | 50.4 | 28.2 | 45.9 | 69.7 | 101.5 | 88.6 | 66 | - | - | 53.1 | - | 63.4 | - |
 
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  # Technical Specifications
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