Update library_name to transformers, add paper and project page links

README.md

@@ -1,35 +1,37 @@
 ---
-license: mit
+base_model:
+- meta-llama/Llama-3.3-70B-Instruct
 datasets:
-  - flexifyai/cross_rulings_hts_dataset_for_tariffs
+- flexifyai/cross_rulings_hts_dataset_for_tariffs
 language:
-  - en
+- en
+library_name: transformers
+license: mit
 metrics:
-  - accuracy
-base_model:
-  - meta-llama/Llama-3.3-70B-Instruct
+- accuracy
 pipeline_tag: text-classification
-library_name: adapter-transformers
 tags:
-  - legal
-  - trade
-  - htsus
-  - semiconductor
-  - tariffs
-  - hts
-  - cross
-  - cbp
+- legal
+- trade
+- htsus
+- semiconductor
+- tariffs
+- hts
+- cross
+- cbp
 pretty_name: Atlas (LLaMA-3.3-70B) — HTS Classification
 authors:
-  - name: Pritish Yuvraj
-    affiliation: Flexify.AI
-    homepage: https://www.pritishyuvraj.com/
-  - name: Siva Devarakonda
-    affiliation: Flexify.AI
+- name: Pritish Yuvraj
+  affiliation: Flexify.AI
+  homepage: https://www.pritishyuvraj.com/
+- name: Siva Devarakonda
+  affiliation: Flexify.AI
 ---
 
 # Atlas — LLaMA-3.3-70B fine-tuned for Harmonized Tariff Schedule (HTS) classification
 
+This model is presented in the paper [ATLAS: Benchmarking and Adapting LLMs for Global Trade via Harmonized Tariff Code Classification](https://huggingface.co/papers/2509.18400).
+
 Atlas is a domain-specialized LLaMA-3.3-70B model fine-tuned on U.S. Customs CROSS rulings for Harmonized Tariff Schedule (HTS) code assignment.  
 It targets both **10-digit U.S. HTS (compliance)** and **6-digit HS (globally harmonized)** accuracy.
 
@@ -41,6 +43,7 @@ Atlas outperforms general-purpose LLMs while remaining deployable/self-hostable.
 - **Model repo:** [flexifyai/atlas-llama3.3-70b-hts-classification](https://huggingface.co/flexifyai/atlas-llama3.3-70b-hts-classification)  
 - **Dataset:** [flexifyai/cross_rulings_hts_dataset_for_tariffs](https://huggingface.co/datasets/flexifyai/cross_rulings_hts_dataset_for_tariffs)
 - **Demo:** [flexifyai/atlas-llama3_3-70b-hts-demo](https://flexifyai-atlas-llama3-3-70b-hts-demo.hf.space/?__theme=system&deep_link=auHidY8xF00)  
+- **Project page:** https://tariffpro.flexify.ai/
 
 **Example (from the demo):**
 
@@ -155,4 +158,5 @@ If you find this work useful, please cite our paper:
   archivePrefix={arXiv},
   primaryClass={cs.AI},
   url={https://arxiv.org/abs/2509.18400}, 
-}
+}
+```