Update README.md

README.md

@@ -78,16 +78,15 @@ SmolVLM is not intended for high-stakes scenarios or critical decision-making pr
 
 SmolVLM2 is built upon [SigLIP](https://huggingface.co/google/siglip-base-patch16-512) as image encoder and [SmolLM2](https://huggingface.co/HuggingFaceTB/SmolLM2-360M-Instruct) for text decoder part.
 
-We release the SmolVLM 2checkpoints under the Apache 2.0 license.
+We release the SmolVLM2 checkpoints under the Apache 2.0 license.
 
 ## Training Data
 
-SmolVLM2 used 3.3M samples for training coming from ten datasets: LlaVa Onevision, M4-Instruct, Mammoth, LlaVa Video 178K, FineVideo, VideoStar, VRipt, Vista-400K, MovieChat and ShareGPT4Video.
-
-### General split
-
-<img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/smolvlm2_data_split.png" width="auto" height="auto" alt="Image description">
+SmolVLM2 used 3.3M samples for training originally from ten different datasets: : LlaVa Onevision, M4-Instruct, Mammoth, LlaVa Video 178K, FineVideo, VideoStar, VRipt, Vista-400K, MovieChat and ShareGPT4Video.
+In the following plots we give a general overview of the samples across modalities and the source of those samples.
 
+<center><img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/smolvlm2_data_split.png" width="auto" height="auto" alt="Image description">
+</center>
 ### Text mixture
 <img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/smolvlm2_data_text.png" width="auto" height="auto" alt="Image description">
 
@@ -98,5 +97,4 @@ SmolVLM2 used 3.3M samples for training coming from ten datasets: LlaVa Onevisio
 <img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/smolvlm2_data_multiimage.png" width="auto" height="auto" alt="Image description">
 
 ### Video mixture
-<img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/smolvlm2_data_video.png" width="auto" height="auto" alt="Image description">
-
+<img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/smolvlm2_data_video.png" width="auto" height="auto" alt="Image description">