apply review and fix

Author: asomoza

docs/source/en/_toctree.yml

@@ -399,7 +399,7 @@
         title: WanAnimateTransformer3DModel
       - local: api/models/wan_transformer_3d
         title: WanTransformer3DModel
-      - local: z_image_transformer2d
+      - local: api/models/z_image_transformer2d
         title: ZImageTransformer2DModel        
       title: Transformers
     - sections:

docs/source/en/api/pipelines/z_image.md

@@ -16,7 +16,7 @@ specific language governing permissions and limitations under the License.
   <img alt="LoRA" src="https://img.shields.io/badge/LoRA-d8b4fe?style=flat"/>
 </div>
 
-Z-Image is a powerful and highly efficient image generation model with 6B parameters. Currently there's only one model with two more to be released:
+[Z-Image](https://huggingface.co/papers/2511.22699) is a powerful and highly efficient image generation model with 6B parameters. Currently there's only one model with two more to be released:
 
 |Model|HuggingFace|
 |---|---|
@@ -30,28 +30,4 @@ Z-Image-Turbo – A distilled version of Z-Image that matches or exceeds leading
 
 [[autodoc]] ZImagePipeline
 	- all
-	- __call__
-
-## Citation
-```bibtex
-@article{team2025zimage,
-  title={Z-Image: An Efficient Image Generation Foundation Model with Single-Stream Diffusion Transformer},
-  author={Z-Image Team},
-  journal={arXiv preprint arXiv:2511.22699},
-  year={2025}
-}
-
-@article{liu2025decoupled,
-  title={Decoupled DMD: CFG Augmentation as the Spear, Distribution Matching as the Shield},
-  author={Dongyang Liu and Peng Gao and David Liu and Ruoyi Du and Zhen Li and Qilong Wu and Xin Jin and Sihan Cao and Shifeng Zhang and Hongsheng Li and Steven Hoi},
-  journal={arXiv preprint arXiv:2511.22677},
-  year={2025}
-}
-
-@article{jiang2025distribution,
-  title={Distribution Matching Distillation Meets Reinforcement Learning},
-  author={Jiang, Dengyang and Liu, Dongyang and Wang, Zanyi and Wu, Qilong and Jin, Xin and Liu, David and Li, Zhen and Wang, Mengmeng and Gao, Peng and Yang, Harry},
-  journal={arXiv preprint arXiv:2511.13649},
-  year={2025}
-}
-```
+	- __call__