diff --git a/README.md b/README.md
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index 0000000000000000000000000000000000000000..5fe6d33196e9f42c41973ae95923c9143853d060
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+++ b/README.md
@@ -0,0 +1,36 @@
+---
+task_categories:
+- image-to-text
+language:
+- ne
+- hi
+- mr
+tags:
+- ocr
+- devanagari
+- glm-ocr
+pretty_name: Indic Deva Eval
+---
+
+# indic_deva_eval
+
+Broad Indic Devanagari OCR benchmark across printed pages, digits, word crops, and handwriting.
+
+- Repo: `himalaya-ai/indic-deva-ocr-eval`
+- Task: `indic_devanagari_ocr`
+- Main raw file: `*.ocr.jsonl` with `image`, `ocr`, `source_repo`, and language/provenance columns.
+- Optional fine-tuning/eval file: `*.sharegpt.json` with `messages` and `images`.
+
+## Source Mix
+
+- `devanagari_page_ocr` `default/test`: 25%
+- `indic_vision_bench_deva_ocr` `ocr/test`: 25%
+- `indic_mozhi_deva_word_ocr` `hindi/test`: 15%
+- `indic_mozhi_deva_word_ocr` `marathi/test`: 15%
+- `hindi_handwritten_word_ocr` `default/test`: 15%
+- `devanagari_digits_mixed` `default/train`: 5%
+
+## Notes
+
+Generated by `scripts/sample_ocr_eval_sets.py` from the GLM fine-tuning workspace.
+If a source only exposes a train split, keep the deterministic held-out row ids out of SFT/training runs.
diff --git a/dataset_info_fragment.json b/dataset_info_fragment.json
new file mode 100644
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+++ b/dataset_info_fragment.json
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+{
+  "indic_deva_eval": {
+    "file_name": "indic_deva_eval.sharegpt.json",
+    "formatting": "sharegpt",
+    "columns": {
+      "messages": "messages",
+      "images": "images"
+    },
+    "tags": {
+      "role_tag": "role",
+      "content_tag": "content",
+      "user_tag": "user",
+      "assistant_tag": "assistant"
+    }
+  }
+}
diff --git a/eval_set_summary.json b/eval_set_summary.json
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+{
+  "name": "indic_deva_eval",
+  "description": "Broad Indic Devanagari OCR benchmark across printed pages, digits, word crops, and handwriting.",
+  "task": "indic_devanagari_ocr",
+  "output_dir": "data/eval_ocr/indic_deva_eval",
+  "ocr_rows": 1068,
+  "sharegpt_rows": 1068,
+  "image_errors": 0,
+  "images_per_dir": 5000,
+  "outputs": {
+    "ocr_jsonl": "data/eval_ocr/indic_deva_eval/indic_deva_eval.ocr.jsonl",
+    "sharegpt_json": "data/eval_ocr/indic_deva_eval/indic_deva_eval.sharegpt.json",
+    "dataset_info": "data/eval_ocr/indic_deva_eval/dataset_info_fragment.json",
+    "metadata_jsonl": "data/eval_ocr/indic_deva_eval/indic_deva_eval.metadata.jsonl"
+  }
+}
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