Update model card with link to most recent paper and full citations

README.md

@@ -1,38 +1,42 @@
 ---
-license: mit
-pipeline_tag: image-text-to-text
-library_name: transformers
 base_model:
-  - internlm/internlm2-chat-1_8b
-base_model_relation: merge
+- internlm/internlm2-chat-1_8b
 language:
-  - multilingual
+- multilingual
+library_name: transformers
+license: mit
+pipeline_tag: image-text-to-text
 tags:
-  - internvl
-  - vision
-  - ocr
-  - custom_code
-  - moe
+- internvl
+- vision
+- ocr
+- custom_code
+- moe
+base_model_relation: merge
 ---
 
 # Mono-InternVL-2B-S1-3
 
 This repository contains the Mono-InternVL-2B model after **S1.1 concept learning**, **S1.2 semantic learning**, and **S1.3 alignment learning**.
 
-Please refer to our [**paper**](https://huggingface.co/papers/2410.08202), [**project page**](https://internvl.github.io/blog/2024-10-10-Mono-InternVL/) and [**GitHub repository**](https://github.com/OpenGVLab/mono-internvl) for introduction and usage.
-
-
+Please refer to our [**paper**](https://huggingface.co/papers/2507.12566), [**project page**](https://internvl.github.io/blog/2024-10-10-Mono-InternVL/) and [**GitHub repository**](https://github.com/OpenGVLab/mono-internvl) for introduction and usage.
 
 ## Citation
 
 If you find this project useful in your research, please consider citing:
 
 ```BibTeX
-@article{luo2024mono,
+@article{mono_internvl_v1,
   title={Mono-InternVL: Pushing the Boundaries of Monolithic Multimodal Large Language Models with Endogenous Visual Pre-training},
   author={Luo, Gen and Yang, Xue and Dou, Wenhan and Wang, Zhaokai and Liu, Jiawen and Dai, Jifeng and Qiao, Yu and Zhu, Xizhou},
   journal={arXiv preprint arXiv:2410.08202},
   year={2024}
 }
-```
 
+@article{mono_internvl_v1.5,
+  title={Mono-InternVL-1.5: Towards Cheaper and Faster Monolithic Multimodal Large Language Models},
+  author={Luo, Gen and Dou, Wenhan and Li, Wenhao and Wang, Zhaokai and Yang, Xue and Tian, Changyao and Li, Hao and Wang, Weiyun and Wang, Wenhai and Zhu, Xizhou and Qiao, Yu and Dai, Jifeng},
+  journal={arXiv preprint arXiv:2507.12566},
+  year={2025}
+}
+```