diff --git a/README.md b/README.md
index 32897cd3e640101ba184f8c4ccd896981de3804a..033a883d39b32cf218e41523a8ff74ecc3d3af7b 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,55 @@
 ---
 license: mit
+task_categories:
+  - object-detection
+language:
+  - km
+tags:
+  - document-layout
+  - khmer
+  - coco
+pretty_name: ARDB Daily Bulletin Layout (COCO) v1
 ---
+
+# ARDB Daily Bulletin Layout Detection — v1 (COCO format)
+
+Document-layout detection dataset built from **ARDB (Agricultural and Rural Development Bank
+of Cambodia) daily market-price bulletins** — born-digital Khmer PDFs with one price table per
+page. Purpose: fine-tune a layout detector (YOLO-class) for a Khmer financial-document OCR
+pipeline at GDDE/MEF.
+
+## Contents
+
+| Split | Pages | Boxes | Documents |
+|---|---|---|---|
+| train | 73 | 341 | 24 bulletins |
+| valid | 9 | 42 | 3 bulletins |
+| test | 9 | 42 | 3 bulletins |
+
+Each split folder holds page images (JPG, rendered at 200 DPI) plus `_annotations.coco.json`
+(COCO object-detection format, bbox = `[x, y, width, height]` in pixels).
+
+**Classes (5):** `Table`, `Text`, `Section-Header`, `Page-Furniture` (page headers/footers),
+`Picture` (logos/stamps). Category ids follow each JSON's `categories` list.
+Exactly one `Table` box per page, covering the full table **including header row and label
+columns** (a deliberate rule: off-the-shelf detectors clipping label columns was a measured
+failure mode).
+
+## Provenance & method
+
+1. Source PDFs: publicly published ARDB daily bulletins (June–July 2026), rendered at 200 DPI.
+2. **Pseudo-labels** generated by Surya layout detection (`surya-ocr` 2.x), mapped to the
+   5-class set, confidence-filtered at 0.5.
+3. **Human correction pass** in Roboflow (model-assisted labeling): fragmented table boxes
+   merged to one per page, box edges tightened, labels fixed, junk boxes removed.
+4. Split is **by document** (no bulletin's pages straddle splits) to prevent
+   near-duplicate-page leakage; assignment is deterministic (seed 0).
+
+## Caveats
+
+- **Single-template corpus:** all 30 bulletins share one layout. valid/test measure
+  label quality, not cross-template generalization — evaluate generalization on held-out
+  document types (budget/TOFE reports, gas-price bulletins) via the downstream pipeline harness.
+- Pseudo-labels originate from Surya (weights under a modified OpenRAIL-M licence); this
+  dataset is intended for **private/internal training use** pending a licence review for any
+  public redistribution.
diff --git a/test/_annotations.coco.json b/test/_annotations.coco.json
new file mode 100644
index 0000000000000000000000000000000000000000..dddd4152b31ebe4a7c007047dd159de02770bc83
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