Create README.md

README.md

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+---
+language:
+- en
+base_model:
+- BAAI/Emu3-Stage1
+---
+
+# EARL - SFT (S) (8B)
+
+**Model Name:** `mair-lab/sft-simple`  
+**Model Size:** 8B parameters  
+**Base Model:** [BAAI/Emu3-Stage1](https://huggingface.co/BAAI/Emu3-Stage1)  
+**Training Method:** Supervised Fine-Tuning (SFT)  
+**Dataset:** Simple Edit (S)  
+
+This model is part of the EARL benchmark effort introduced in our paper:  
+👉 [EARL: The Promise of RL for Autoregressive Image Editing](https://arxiv.org/abs/2508.01119)
+
+## Model Summary
+
+This SFT model is fine-tuned from Emu3 using direct supervision on the Simple Edit dataset. It is optimized for general-purpose autoregressive image editing without requiring intermediate reasoning steps. This model achieves state-of-the-art performance on several editing benchmarks across modalities.
+
+➡️ **Inference script and usage:** [GitHub Repo](https://github.com/saba96/EARL?tab=readme-ov-file)
+
+## Benchmark Results (Avg Score Across Benchmarks)
+
+| Model           | Base Model | OmniEdit | EmuEdit | AURORA | MB   | VisMin | I2EBench | **AVG** |
+|----------------|------------|----------|---------|--------|------|--------|----------|---------|
+| Magicbrush     | SD v1.5    | 3.43     | 3.28    | 3.01   | 3.64 | 3.48   | 3.06     | 3.32    |
+| InstructPix2Pix| SD v1.5    | 3.97     | 3.24    | 3.05   | 3.12 | 2.94   | 3.23     | 3.26    |
+| Aurora         | SD v1.5    | 4.50     | 4.40    | 4.12   | 4.62 | 3.82   | 3.58     | 4.17    |
+| Omnigen*       | -          | 5.68     | 5.00    | 4.10   | 4.68 | 4.09   | 4.68     | 4.70    |
+| **SFT (S)**     | Emu3       | 5.73     | 3.66    | 3.58   | 3.19 | 3.57   | 3.59     | **3.88** |
+
+> 📈 **Note:** The Emu3-based SFT (S) model achieves top results among all open-source supervised models on **OmniEdit** and competitive performance across other benchmarks.
+
+## Use Cases
+
+- Open-ended and instruction-guided image editing
+- Object, attribute, style and environment change