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README.md

@@ -10,6 +10,7 @@ tags:
 - multimodal-embedding
 - mmeb
 - digital-forensics
+- arxiv:2607.16316
 library_name: transformers
 pipeline_tag: feature-extraction
 base_model:
@@ -24,6 +25,8 @@ base_model:
 
 [Urock-AI](https://huggingface.co/Urock-AI) · [urock.kr](https://urock.kr/) · License: Apache 2.0
 
+**Technical report:** [arXiv:2607.16316](https://arxiv.org/abs/2607.16316) · [PDF](https://arxiv.org/pdf/2607.16316)
+
 > **Eddy-VL is a multimodal embedding model light enough to run on edge devices.** It keeps the retrieval quality of a 2B-class vision-language embedder in a lighter, faster package — built at Urock-AI Lab for real-world multimodal search over images, video, and documents.
 
 ---
@@ -228,18 +231,24 @@ Curated by Urock-AI Lab from public sources — including **MS COCO**, **ko-coco
 
 ## Citation & license
 
-Eddy-VL is derived from **[Qwen3-VL-Embedding-2B](https://huggingface.co/Qwen/Qwen3-VL-Embedding-2B)**; please honor its license terms (Apache 2.0) and cite Urock-AI when you use this model. Evaluation uses the MMEB benchmark (Jiang et al., *VLM2Vec*, ICLR 2025).
+Eddy-VL is derived from **[Qwen3-VL-Embedding-2B](https://huggingface.co/Qwen/Qwen3-VL-Embedding-2B)**; please honor its license terms (Apache 2.0) and cite the technical report when you use this model. Evaluation uses the MMEB benchmark (Jiang et al., *VLM2Vec*, ICLR 2025).
+
+If you find Eddy-VL useful, please cite:
 
 ```bibtex
-@misc{eddy_vl_embedding_19b,
-  title        = {Eddy-VL Embedding 1.9B},
-  author       = {Urock-AI Lab},
-  year         = {2026},
-  publisher    = {Hugging Face},
-  howpublished = {\url{https://huggingface.co/Urock-AI/Eddy-vl_embedding_1.9B_v1}}
+@misc{cho2026eddyvl,
+  title         = {Eddy-VL 1.9B: Structural Pruning and Layered Distillation for Edge-Deployable Multimodal Embedding},
+  author        = {Cho, HanYeong and Kim, Changwoo and Chu, Taeuk and Park, Jimin},
+  year          = {2026},
+  eprint        = {2607.16316},
+  archivePrefix = {arXiv},
+  primaryClass  = {cs.CV},
+  url           = {https://arxiv.org/abs/2607.16316}
 }
 ```
 
+Model weights and inference code: [Urock-AI/Eddy-vl_embedding_1.9B_v1](https://huggingface.co/Urock-AI/Eddy-vl_embedding_1.9B_v1).
+
 ---
 
 **Urock-AI Lab** — Digital Forensic AI · [huggingface.co/Urock-AI](https://huggingface.co/Urock-AI) · [urock.kr](https://urock.kr/)