release updated README.md

Author: SkalskiP

README.md

@@ -71,11 +71,11 @@ This repository offers a growing collection of computer vision tutorials. Learn
 ## 🚀 model tutorials (51 notebooks)
 | **notebook** | **open in colab / kaggle / sagemaker studio lab** | **complementary materials** | **repository / paper** |
 |:------------:|:-------------------------------------------------:|:---------------------------:|:----------------------:|
-| [Zero-Shot Object Detection and Segmentation with Google Gemini 2.5](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-and-segmentation-with-google-gamini-2-5.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-and-segmentation-with-google-gamini-2-5.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-and-segmentation-with-google-gamini-2-5.ipynb)  |   |  [![arXiv](https://img.shields.io/badge/arXiv-2507.06261-b31b1b.svg)](https://arxiv.org/abs/2507.06261)|
+| [Zero-Shot Object Detection and Segmentation with Google Gemini 2.5](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-and-segmentation-with-google-gamini-2-5.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-and-segmentation-with-google-gamini-2-5.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-and-segmentation-with-google-gamini-2-5.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/gemini-2-5-object-detection-segmentation/)  |  [![arXiv](https://img.shields.io/badge/arXiv-2507.06261-b31b1b.svg)](https://arxiv.org/abs/2507.06261)|
 | [Fine-Tune RF-DETR on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-rf-detr-on-detection-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-rf-detr-on-detection-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-rf-detr-on-detection-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/rf-detr) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/live/yHW0ip-2i54) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/rf-detr) |
 | [Zero-Shot Object Detection and Segmentation with YOLOE](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-and-segmentation-with-yoloe.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-and-segmentation-with-yoloe.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-and-segmentation-with-yoloe.ipynb)  |  [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=eHAnIehnCt4) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/THU-MIG/yoloe) [![arXiv](https://img.shields.io/badge/arXiv-2503.07465-b31b1b.svg)](https://arxiv.org/abs/2503.07465)|
 | [Fine-Tune YOLOv12 on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov12-object-detection-model.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov12-object-detection-model.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov12-object-detection-model.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolov12-model)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/sunsmarterjie/yolov12) [![arXiv](https://img.shields.io/badge/arXiv-2502.12524-b31b1b.svg)](https://arxiv.org/abs/2502.12524)|
-| [Zero-Shot Object Detection with Qwen2.5-VL](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-qwen2-5-vl.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-qwen2-5-vl.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-qwen2-5-vl.ipynb)  |  [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=xEfh0IR8Fvo) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/QwenLM/Qwen2.5-VL) [![arXiv](https://img.shields.io/badge/arXiv-2502.13923-b31b1b.svg)](https://arxiv.org/abs/2502.13923)|
+| [Zero-Shot Object Detection with Qwen2.5-VL](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-qwen2-5-vl.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-qwen2-5-vl.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-qwen2-5-vl.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/qwen2-5-vl-zero-shot-object-detection/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=xEfh0IR8Fvo) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/QwenLM/Qwen2.5-VL) [![arXiv](https://img.shields.io/badge/arXiv-2502.13923-b31b1b.svg)](https://arxiv.org/abs/2502.13923)|
 | [Fine-Tune Qwen2.5-VL for JSON Data Extraction](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-qwen2-5-vl-for-json-data-extraction.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-qwen2-5-vl-for-json-data-extraction.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-qwen2-5-vl-for-json-data-extraction.ipynb)  |  [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=xEfh0IR8Fvo) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/QwenLM/Qwen2.5-VL) [![arXiv](https://img.shields.io/badge/arXiv-2502.13923-b31b1b.svg)](https://arxiv.org/abs/2502.13923)|
 | [Fine-Tune PaliGemma2 on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma2-on-detection-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma2-on-detection-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma2-on-detection-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/fine-tune-paligemma-2/)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/google-research/big_vision/blob/main/big_vision/configs/proj/paligemma/README.md) [![arXiv](https://img.shields.io/badge/arXiv-2412.03555-b31b1b.svg)](https://arxiv.org/abs/2412.03555)|
 | [Fine-Tune PaliGemma2 for JSON Data Extraction](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma2-for-json-data-extraction.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma2-for-json-data-extraction.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma2-for-json-data-extraction.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/fine-tune-paligemma-2/)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/google-research/big_vision/blob/main/big_vision/configs/proj/paligemma/README.md) [![arXiv](https://img.shields.io/badge/arXiv-2412.03555-b31b1b.svg)](https://arxiv.org/abs/2412.03555)|