Improve model card: Add `library_name`, update `license`, link paper & code, correct title and citation

README.md

@@ -1,19 +1,23 @@
 ---
 language: en
-license: other
-tags:
-  - finance
-  - risk-relation
-  - retrieval
-  - encoder
-  - feature-extraction
-  - stock-prediction
+license: apache-2.0
 pipeline_tag: feature-extraction
+tags:
+- finance
+- risk-relation
+- retrieval
+- encoder
+- feature-extraction
+- stock-prediction
+library_name: transformers
 ---
 
-# Financial Risk Identification through Dual-view Adaptation — Encoder
+# Financial Risk Relation Identification through Dual-view Adaptation — Encoder
+
+**Paper:** [Financial Risk Relation Identification through Dual-view Adaptation](https://huggingface.co/papers/2509.18775)
+**Code:** [https://github.com/cnclabs/codes.fin.relation](https://github.com/cnclabs/codes.fin.relation)
 
-This repository hosts the pretrained encoder from the work **“Financial Risk Identification through Dual-view Adaptation.”**  
+This repository hosts the pretrained encoder from the work **“Financial Risk Relation Identification through Dual-view Adaptation.”**  
 The model is designed to uncover **inter-firm risk relations** from financial text, supporting downstream tasks such as **retrieval**, **relation mining**, and **stock-signal experiments** where relation strength acts as a feature.
 
 > **Files**  
@@ -28,7 +32,7 @@ The model is designed to uncover **inter-firm risk relations** from financial te
 The model aligns two complementary “views” of firm relations and adapts them during training:
 
 - **Lexical view (`lex`)** — focuses on token/phrase-level and domain terms common in 10-K and financial news.  
-- **Temporal view (`time`)** — encourages stability/consistency of relations across reporting periods and evolving events.
+- **Temporal view (`time`) — encourages stability/consistency of relations across reporting periods and evolving events.
 
 A **two-view combination (“Best”)** integrates both signals and yields stronger retrieval quality and more stable risk-relation estimates. Ablations (`lex`, `time`) are also supported for analysis.
 
@@ -82,9 +86,12 @@ print(similarity)
 If you use this model or the dual-view methodology, please cite:
 ```bibtex
 @misc{financial_risk_dualview_2025,
-  title        = {Financial Risk Identification through Dual-view Adaptation},
+  title        = {Financial Risk Relation Identification through Dual-view Adaptation},
   author       = {Chiu, Wei-Ning and collaborators},
   year         = {2025},
-  note         = {Preprint/Project},
-  howpublished = {\url{https://huggingface.co/william0816/Dual_View_Financial_Encoder}}
+  eprint={2509.18775},
+  archivePrefix={arXiv},
+  primaryClass={cs.CL},
+  url={https://arxiv.org/abs/2509.18775}
 }
+```