diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000000000000000000000000000000000000..bed0738c7eeb449bca98b5d2f33c89a1ee56349a
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,60 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.avro filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mds filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
+# Video files - compressed
+*.mp4 filter=lfs diff=lfs merge=lfs -text
+*.webm filter=lfs diff=lfs merge=lfs -text
diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..a688e65d6ee3e204ed21af521787e905cb7f6118
--- /dev/null
+++ b/README.md
@@ -0,0 +1,75 @@
+---
+license: cc-by-4.0
+task_categories:
+  - object-detection
+tags:
+  - document-layout
+  - layout-analysis
+  - coco
+size_categories:
+  - 1K<n<10K
+configs:
+  - config_name: default
+    data_files:
+      - split: test
+        path: manifest.csv
+---
+
+# RealDocBench-Layout
+
+A 1,500-page document-layout benchmark for evaluating layout-detection
+models on real-world documents. COCO-style annotations across **9 block
+classes**.
+
+## Contents
+
+- `images/` — 1,500 page images (PNG / JPG / occasional WebP-as-PNG; see Caveats).
+- `annotations/<pageId>.json` — per-page COCO files, each with a single
+  `image` record, an `annotations` list, a `categories` list, and a
+  `page_info` block.
+- `manifest.csv` — pageId → domain + source URLs. The canonical row list.
+
+## Block classes (9)
+
+```
+text, heading, section_heading, header, footer, page_number,
+figure, table, key_value
+```
+
+| class | what it covers |
+|---|---|
+| `text` | body text and other inline content |
+| `heading` | document title |
+| `section_heading` | section / subsection titles |
+| `header` | running page header |
+| `footer` | running page footer |
+| `page_number` | page-number indicators |
+| `figure` | images, diagrams, charts, barcodes, QR codes |
+| `table` | tabular data |
+| `key_value` | form fields / key-value pairs |
+
+The companion benchmark loader at
+[`extend-hq/realdoc-bench`](https://github.com/extend-hq/realdoc-bench)
+walks each annotation file and produces 9-class block predictions; see
+`realdoc_bench/layout/normalizers/coco.py`.
+
+## Loading
+
+```python
+from huggingface_hub import snapshot_download
+path = snapshot_download(repo_id="Extend-AI/RealDocBench-Layout", repo_type="dataset")
+```
+
+## Caveats
+
+**Mixed image formats.** 197 of the 1,500 images carry a `.png` extension
+but their actual byte stream is WebP (171), GIF (23), or BMP (3). They
+render correctly in PIL / browsers, but services that validate the magic
+bytes (AWS Textract, Azure Document Intelligence) will reject them
+without a transcode step. Re-encoding to true PNG with dimensions
+preserved is a lossless one-liner.
+
+## License
+
+Annotations: CC-BY-4.0. Page images carry their original per-source
+licenses; the manifest's `sourceUrl` column points back to each one.
diff --git a/annotations/0008ff17-5fec-43a0-9889-2a9e664700f7.json b/annotations/0008ff17-5fec-43a0-9889-2a9e664700f7.json
new file mode 100644
index 0000000000000000000000000000000000000000..7fbb5e2ef4c33748ac89336dd848d0135f2be6c7
--- /dev/null
+++ b/annotations/0008ff17-5fec-43a0-9889-2a9e664700f7.json
@@ -0,0 +1 @@
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diff --git a/annotations/000e2ffc-8c7e-4729-bbac-a6417aba1a7f.json b/annotations/000e2ffc-8c7e-4729-bbac-a6417aba1a7f.json
new file mode 100644
index 0000000000000000000000000000000000000000..076a0e02516e8ae2b0b7bef3c3e2743b40290f94
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new file mode 100644
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diff --git a/annotations/002da203-1884-4f16-92bd-34c4e20da667.json b/annotations/002da203-1884-4f16-92bd-34c4e20da667.json
new file mode 100644
index 0000000000000000000000000000000000000000..58c03e26af13c76ea5a6e07c679abb97d59fa7aa
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new file mode 100644
index 0000000000000000000000000000000000000000..70b64613cb6162522267abc7c80ccb6d3cd044a3
--- /dev/null
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diff --git a/annotations/005186f1-f7a0-4057-bb08-e433666473ac.json b/annotations/005186f1-f7a0-4057-bb08-e433666473ac.json
new file mode 100644
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diff --git a/annotations/0058ebe1-6ac3-4e32-afb7-4c03bb512c87.json b/annotations/0058ebe1-6ac3-4e32-afb7-4c03bb512c87.json
new file mode 100644
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