diff --git a/examples/multi_format_indexing/README.md b/examples/multi_format_indexing/README.md
index 9f98cb56d..1547625b7 100644
--- a/examples/multi_format_indexing/README.md
+++ b/examples/multi_format_indexing/README.md
@@ -55,6 +55,19 @@ Run:
 python main.py
 ```
 
+## Data Attribution
+
+The example data files used in this demonstration come from the following sources:
+
+### PDF Documents
+- **ArXiv Papers**: Research papers sourced from [ArXiv](https://arxiv.org/), an open-access repository of electronic preprints covering various scientific disciplines.
+
+### Image Documents
+- **Healthcare Industry Dataset**: Images from the [vidore/syntheticDocQA_healthcare_industry_test](https://huggingface.co/datasets/vidore/syntheticDocQA_healthcare_industry_test) dataset on Hugging Face, which contains synthetic document question-answering data for healthcare industry documents.
+- **ESG Reports Dataset**: Images from the [vidore/esg_reports_eng_v2](https://huggingface.co/datasets/vidore/esg_reports_eng_v2) dataset on Hugging Face, containing Environmental, Social, and Governance (ESG) reports.
+
+We thank the creators and maintainers of these datasets for making their data available for research and development purposes.
+
 ## About ColPali
 This example uses [ColPali](https://github.com/illuin-tech/colpali), a state-of-the-art vision-language model that enables:
 - Direct visual understanding of document layouts, tables, and figures
diff --git a/examples/multi_format_indexing/source_files/2502.06786v3.pdf b/examples/multi_format_indexing/source_files/2502.06786v3.pdf
new file mode 100644
index 000000000..9edb7eec6
Binary files /dev/null and b/examples/multi_format_indexing/source_files/2502.06786v3.pdf differ
diff --git a/examples/multi_format_indexing/source_files/cat1.jpeg b/examples/multi_format_indexing/source_files/cat1.jpeg
deleted file mode 100644
index cd92bb4a1..000000000
Binary files a/examples/multi_format_indexing/source_files/cat1.jpeg and /dev/null differ
diff --git a/examples/multi_format_indexing/source_files/dog1.jpeg b/examples/multi_format_indexing/source_files/dog1.jpeg
deleted file mode 100644
index 53767beb1..000000000
Binary files a/examples/multi_format_indexing/source_files/dog1.jpeg and /dev/null differ
diff --git a/examples/multi_format_indexing/source_files/elephant1.jpg b/examples/multi_format_indexing/source_files/elephant1.jpg
deleted file mode 100644
index a6a412427..000000000
Binary files a/examples/multi_format_indexing/source_files/elephant1.jpg and /dev/null differ
diff --git a/examples/multi_format_indexing/source_files/giraffe.jpg b/examples/multi_format_indexing/source_files/giraffe.jpg
deleted file mode 100644
index db6d23dfa..000000000
Binary files a/examples/multi_format_indexing/source_files/giraffe.jpg and /dev/null differ
diff --git a/examples/multi_format_indexing/source_files/healthcare_industry_test_p101.jpg b/examples/multi_format_indexing/source_files/healthcare_industry_test_p101.jpg
new file mode 100644
index 000000000..635c3879b
Binary files /dev/null and b/examples/multi_format_indexing/source_files/healthcare_industry_test_p101.jpg differ
diff --git a/examples/multi_format_indexing/source_files/healthcare_industry_test_p86.jpg b/examples/multi_format_indexing/source_files/healthcare_industry_test_p86.jpg
new file mode 100644
index 000000000..49a61b971
Binary files /dev/null and b/examples/multi_format_indexing/source_files/healthcare_industry_test_p86.jpg differ
diff --git a/examples/multi_format_indexing/source_files/healthcare_industry_test_p9.jpg b/examples/multi_format_indexing/source_files/healthcare_industry_test_p9.jpg
new file mode 100644
index 000000000..0729aef89
Binary files /dev/null and b/examples/multi_format_indexing/source_files/healthcare_industry_test_p9.jpg differ
diff --git a/examples/multi_format_indexing/source_files/restaurant_brands_international_2023.jpg b/examples/multi_format_indexing/source_files/restaurant_brands_international_2023.jpg
new file mode 100644
index 000000000..600b4c016
Binary files /dev/null and b/examples/multi_format_indexing/source_files/restaurant_brands_international_2023.jpg differ
diff --git a/examples/multi_format_indexing/source_files/rfc8259.pdf b/examples/multi_format_indexing/source_files/rfc8259.pdf
deleted file mode 100644
index 6c032d5fc..000000000
Binary files a/examples/multi_format_indexing/source_files/rfc8259.pdf and /dev/null differ
diff --git a/examples/multi_format_indexing/source_files/sweetgreen_2023.jpg b/examples/multi_format_indexing/source_files/sweetgreen_2023.jpg
new file mode 100644
index 000000000..aa34e4ce5
Binary files /dev/null and b/examples/multi_format_indexing/source_files/sweetgreen_2023.jpg differ