Update README.md

README.md

@@ -47,3 +47,23 @@ configs:
   - split: train
     path: data/train-*
 ---
+
+# FineWeb2-Ro-LLM
+
+**FineWeb2-Ro-LLM** is a high-quality pretraining dataset for the Romanian language. The data was filtered from [FineWeb2](https://huggingface.co/datasets/HuggingFaceFW/fineweb-2) leveraging LLMs.
+More details can be found [here](https://arxiv.org/abs/2511.01090).
+
+## Key Features
+
+* **High Quality**: The dataset was filtered using [Gemma3 12B](https://huggingface.co/google/gemma-3-12b-it)
+* **Large Scale**: Contains approximately **1.06M** documents (rows).
+* **Rich Metadata**: Includes detailed metadata such as quality scores (`int_score`), topics, subtopics, and reasoning/explanations for the assigned quality scores.
+
+## Usage
+
+You can load this dataset using the Hugging Face `datasets` library:
+
+```python
+from datasets import load_dataset
+
+dataset = load_dataset("OpenLLM-Ro/fineweb2-ro-llm", split="train")