diff --git a/README.md b/README.md
index d487eef3d..bde4a3152 100644
--- a/README.md
+++ b/README.md
@@ -45,9 +45,9 @@ The `--upgrade-strategy eager` option is needed to ensure `optimum-habana` is up
 To use the example associated with the latest stable release, run:
 > ```
 > git clone https://github.com/huggingface/optimum-habana
-> cd optimum-habana && git checkout v1.11.0
+> cd optimum-habana && git checkout v1.11.1
 > ```
-> with `v1.11.0` the version number of this release.
+> with `v1.11.1` the version number of this release.
 
 ### Option 2: Use the latest main branch under development
 
@@ -175,7 +175,7 @@ The following model architectures, tasks and device distributions have been vali
 | GPT-J | <div style="text-align:left"><li>DeepSpeed</li></div> | <div style="text-align:left"><li>Single card</li><li>DeepSpeed</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | GPT-NeoX | <div style="text-align:left"><li>DeepSpeed</li></div> | <div style="text-align:left"><li>DeepSpeed</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | OPT |   | <div style="text-align:left"><li>DeepSpeed</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
-| Llama 2 / CodeLlama | :heavy_check_mark: | :heavy_check_mark: | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
+| Llama 2 / CodeLlama / Llama 3 | :heavy_check_mark: | :heavy_check_mark: | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li><li>[question answering](https://github.com/huggingface/optimum-habana/tree/main/examples/question-answering)</li> |
 | StableLM |   | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | Falcon | <div style="text-align:left"><li>LoRA</li></div> | :heavy_check_mark: | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | CodeGen |   | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
@@ -183,6 +183,9 @@ The following model architectures, tasks and device distributions have been vali
 | Mistral |   | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | Phi | :heavy_check_mark:  | <div style="text-align:left"><li>Single card</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | Mixtral |   | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
+| Persimmon |   | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
+| Qwen2 | <div style="text-align:left"><li>Single card</li></div> | <div style="text-align:left"><li>Single card</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
+| Gemma | :heavy_check_mark:  | <div style="text-align:left"><li>Single card</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | T5 / Flan T5 | :heavy_check_mark: | :heavy_check_mark: | <li>[summarization](https://github.com/huggingface/optimum-habana/tree/main/examples/summarization)</li><li>[translation](https://github.com/huggingface/optimum-habana/tree/main/examples/translation)</li><li>[question answering](https://github.com/huggingface/optimum-habana/tree/main/examples/question-answering#fine-tuning-t5-on-squad20)</li> |
 | BART |   | <div style="text-align:left"><li>Single card</li></div> | <li>[summarization](https://github.com/huggingface/optimum-habana/tree/main/examples/summarization)</li><li>[translation](https://github.com/huggingface/optimum-habana/tree/main/examples/translation)</li><li>[question answering](https://github.com/huggingface/optimum-habana/tree/main/examples/question-answering#fine-tuning-t5-on-squad20)</li> |
 | ViT | :heavy_check_mark: | :heavy_check_mark: | <li>[image classification](https://github.com/huggingface/optimum-habana/tree/main/examples/image-classification)</li> |
@@ -194,7 +197,9 @@ The following model architectures, tasks and device distributions have been vali
 | BridgeTower | :heavy_check_mark: | :heavy_check_mark: | <li>[contrastive image-text training](https://github.com/huggingface/optimum-habana/tree/main/examples/contrastive-image-text)</li> |
 | ESMFold |   | <div style="text-align:left"><li>Single card</li></div> | <li>[protein folding](https://github.com/huggingface/optimum-habana/tree/main/examples/protein-folding)</li> |
 | Blip |   | <div style="text-align:left"><li>Single card</li></div> | <li>[visual question answering](https://github.com/huggingface/optimum-habana/tree/main/examples/visual-question-answering)</li><li>[image to text](https://github.com/huggingface/optimum-habana/tree/main/examples/image-to-text)</li> |
-| Segment Anything Model |   | <div style="text-align:left"><li>Single card</li></div> | <li>[object segmentation](https://github.com/huggingface/optimum-habana/tree/main/examples/object-segementation/SegmentAnythingModel)</li> |
+| OWLViT |   | <div style="text-align:left"><li>Single card</li></div> | <li>[zero shot object detection](https://github.com/huggingface/optimum-habana/tree/main/examples/zero-shot-object-detection)</li> |
+| Segment Anything Model |   | <div style="text-align:left"><li>Single card</li></div> | <li>[object segmentation](https://github.com/huggingface/optimum-habana/tree/main/examples/object-segementation)</li> |
+
 </div>
 
 - Diffusers:
@@ -203,7 +208,8 @@ The following model architectures, tasks and device distributions have been vali
 
 | Architecture     | Training | Inference            | Tasks |
 |------------------|:--------:|:--------------------:|:------|
-| Stable Diffusion |          | <li>Single card</li> | <li>[text-to-image generation](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion)</li> |
+| Stable Diffusion | <li>[textual inversion](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion/training#textual-inversion)</li><li>[ControlNet](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion/training#controlnet-training)</li> | <li>Single card</li> | <li>[text-to-image generation](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion)</li> |
+| Stable Diffusion XL | <li>[fine-tuning](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion/training#fine-tuning-for-stable-diffusion-xl)</li> | <li>Single card</li> | <li>[text-to-image generation](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion)</li> |
 | LDM3D            |          | <li>Single card</li> | <li>[text-to-image generation](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion)</li> |
 
 </div>
@@ -212,10 +218,11 @@ The following model architectures, tasks and device distributions have been vali
 
 <div align="center">
 
-| Architecture     | Training | Inference            | Tasks |
-|------------------|:--------:|:--------------------:|:------|
-| Llama 2          | :heavy_check_mark: |           | <li>[DPO Pipeline](https://github.com/huggingface/optimum-habana/tree/main/examples/trl)</li> |
-| Llama 2          | :heavy_check_mark: |           | <li>[PPO Pipeline](https://github.com/huggingface/optimum-habana/tree/main/examples/trl)</li> |
+| Architecture     | Training | Inference            | Tasks                                                                                          |
+|------------------|:--------:|:--------------------:|:-----------------------------------------------------------------------------------------------|
+| Llama 2          | :heavy_check_mark: |           | <li>[DPO Pipeline](https://github.com/huggingface/optimum-habana/tree/main/examples/trl)</li>  |
+| Llama 2          | :heavy_check_mark: |           | <li>[PPO Pipeline](https://github.com/huggingface/optimum-habana/tree/main/examples/trl)</li>  |
+| Stable Diffusion | :heavy_check_mark: |           | <li>[DDPO Pipeline](https://github.com/huggingface/optimum-habana/tree/main/examples/trl)</li> |
 
 </div>
 
diff --git a/docs/source/index.mdx b/docs/source/index.mdx
index cb2552cd6..2e4d810ef 100644
--- a/docs/source/index.mdx
+++ b/docs/source/index.mdx
@@ -47,7 +47,7 @@ In the tables below, ✅ means single-card, multi-card and DeepSpeed have all be
 | GPT-J        | <div style="text-align:left"><li>DeepSpeed</li></div> | <div style="text-align:left"><li>Single card</li><li>DeepSpeed</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | GPT-NeoX     | <div style="text-align:left"><li>DeepSpeed</li></div> | <div style="text-align:left"><li>DeepSpeed</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | OPT          |          | <div style="text-align:left"><li>DeepSpeed</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
-| Llama 2 / CodeLlama | ✅ | ✅ | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
+| Llama 2 / CodeLlama / Llama 3 | ✅ | ✅ | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li><li>[question answering](https://github.com/huggingface/optimum-habana/tree/main/examples/question-answering)</li> |
 | StableLM     |          | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | Falcon       | <div style="text-align:left"><li>LoRA</li></div> | ✅ | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | CodeGen      |          | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
@@ -55,6 +55,9 @@ In the tables below, ✅ means single-card, multi-card and DeepSpeed have all be
 | Mistral      |          | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | Phi          | ✅       | <div style="text-align:left"><li>Single card</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | Mixtral      |          | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
+| Gemma        | ✅       | <div style="text-align:left"><li>Single card</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
+| Qwen2        | <div style="text-align:left"><li>Single card</li></div> | <div style="text-align:left"><li>Single card</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
+| Persimmon    |          | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | T5 / Flan T5 | ✅       | ✅        | <li>[summarization](https://github.com/huggingface/optimum-habana/tree/main/examples/summarization)</li><li>[translation](https://github.com/huggingface/optimum-habana/tree/main/examples/translation)</li><li>[question answering](https://github.com/huggingface/optimum-habana/tree/main/examples/question-answering#fine-tuning-t5-on-squad20)</li> |
 | BART         |          | <div style="text-align:left"><li>Single card</li></div> | <li>[summarization](https://github.com/huggingface/optimum-habana/tree/main/examples/summarization)</li><li>[translation](https://github.com/huggingface/optimum-habana/tree/main/examples/translation)</li><li>[question answering](https://github.com/huggingface/optimum-habana/tree/main/examples/question-answering#fine-tuning-t5-on-squad20)</li> |
 | ViT          | ✅       | ✅        | <li>[image classification](https://github.com/huggingface/optimum-habana/tree/main/examples/image-classification)</li> |
@@ -66,14 +69,16 @@ In the tables below, ✅ means single-card, multi-card and DeepSpeed have all be
 | BridgeTower  | ✅       | ✅        | <li>[contrastive image-text training](https://github.com/huggingface/optimum-habana/tree/main/examples/contrastive-image-text)</li> |
 | ESMFold      |          | <div style="text-align:left"><li>Single card</li></div> | <li>[protein folding](https://github.com/huggingface/optimum-habana/tree/main/examples/protein-folding)</li> |
 | Blip         |          | <div style="text-align:left"><li>Single card</li></div> | <li>[visual question answering](https://github.com/huggingface/optimum-habana/tree/main/examples/visual-question-answering)</li><li>[image to text](https://github.com/huggingface/optimum-habana/tree/main/examples/image-to-text)</li> |
-| SAM          |          | <div style="text-align:left"><li>Single card</li></div> | <li>[object segmentation](https://github.com/huggingface/optimum-habana/tree/main/examples/object-segementation/SegmentAnythingModel)</li> |
+| OWLViT       |          | <div style="text-align:left"><li>Single card</li></div> | <li>[zero shot object detection](https://github.com/huggingface/optimum-habana/tree/main/examples/zero-shot-object-detection)</li> |
+| SAM          |          | <div style="text-align:left"><li>Single card</li></div> | <li>[object segmentation](https://github.com/huggingface/optimum-habana/tree/main/examples/object-segementation)</li> |
 
 - Diffusers
 
-| Architecture     | Training | Inference | Tasks |
-|------------------|:--------:|:---------:|:------|
-| Stable Diffusion |          | <div style="text-align:left"><li>Single card</li></div> | <li>[text-to-image generation](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion)</li> |
-| LDM3D            |          | <div style="text-align:left"><li>Single card</li></div> | <li>[text-to-image generation](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion)</li> |
+| Architecture        | Training | Inference | Tasks |
+|---------------------|:--------:|:---------:|:------|
+| Stable Diffusion    | <li>[textual inversion](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion/training#textual-inversion)</li><li>[ControlNet](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion/training#controlnet-training)</li> | <div style="text-align:left"><li>Single card</li></div> | <li>[text-to-image generation](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion)</li> |
+| Stable Diffusion XL | <li>[fine-tuning](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion/training#fine-tuning-for-stable-diffusion-xl)</li> | <div style="text-align:left"><li>Single card</li></div> | <li>[text-to-image generation](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion)</li> |
+| LDM3D               |          | <div style="text-align:left"><li>Single card</li></div> | <li>[text-to-image generation](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion)</li> |
 
 
 - TRL:
@@ -82,6 +87,7 @@ In the tables below, ✅ means single-card, multi-card and DeepSpeed have all be
 |------------------|:--------:|:--------------------:|:------|
 | Llama 2          | ✅       |           | <li>[DPO Pipeline](https://github.com/huggingface/optimum-habana/tree/main/examples/trl)</li> |
 | Llama 2          | ✅       |           | <li>[PPO Pipeline](https://github.com/huggingface/optimum-habana/tree/main/examples/trl)</li> |
+| Stable Diffusion | ✅       |           | <li>[DDPO Pipeline](https://github.com/huggingface/optimum-habana/tree/main/examples/trl)</li> |
 
 
 Other models and tasks supported by the 🤗 Transformers and 🤗 Diffusers library may also work.