update README.md

README.md

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 pretty_name: ImageInWords
 multilinguality:
 - monolingual
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+---
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+<h2>ImageInWords: Unlocking Hyper-Detailed Image Descriptions</h2> 
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+<img src="https://github.com/google/imageinwords/blob/main/static/images/Abstract/2.png">
+
+arXiv: 
+
+Please visit the [webpage](https://google.github.io/imageinwords) for all the information about the IIW project, data downloads, visualizations, and much more.
+
+Please reach out to iiw-dataset@google.com for thoughts/feedback/questions/collaborations.
+
+<h3>&#129303;Hugging Face&#129303;</h3>
+
+<li><a href="https://huggingface.co/datasets/google/imageinwords">Dataset</a></li>
+
+```python
+from datasets import load_dataset
+
+# `name` can be one of: IIW-400, DCI_Test, DOCCI_Test, CM_3600, LocNar_Eval
+dataset = load_dataset("google/imageinwords", token="YOUR_HF_ACCESS_TOKEN", name="IIW-400")
+```
+
+<li><a href="https://huggingface.co/spaces/google/imageinwords-explorer">Dataset-Explorer</a></li>
+
+
+
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