Refresh HexaBee card and visual overview

README.md

@@ -57,12 +57,14 @@ license_link: LICENSE.md
 
 <p align="center"><strong>Every stored prediction, independently inspectable.</strong></p>
 
-[Overview](#overview) · [Quick start](#quick-start) · [Contents](#contents) · [Provenance](#provenance) · [Limitations](#limitations) · [Release family](#release-family)
+[Overview](#overview) · [Quick start](#quick-start) · [Contents](#contents) · [Provenance](#provenance) · [Limitations](#limitations) · [Release family](#release-family) · [Code & paper](https://github.com/Iman998/HexaBee-4B)
 
 ## Overview
 
 Stored candidate translations from HexaBee-4B and the public Gemma 3 4B/12B IT baselines. Full-test predictions and the matched judged subset remain distinct configurations.
 
+![Three visual summary cards for HexaBee · Translation Archive: see the facts and detailed sections below](assets/overview.png)
+
 | Property | Value |
 |:--|:--|
 | Artifact | HexaBee · Translation Archive |
@@ -74,6 +76,8 @@ Stored candidate translations from HexaBee-4B and the public Gemma 3 4B/12B IT b
 
 
 
+
+
 ## Quick start
 
 ```python
@@ -138,7 +142,7 @@ See [LICENSE.md](LICENSE.md). Model weights remain under Gemma terms; upstream d
 
 ## Citation and references
 
-**HexaBee: A Six-Language Translator with Multilingual Answering and Bidirectional Supervision.** Submission draft; final publication metadata will be added when available.
+**HexaBee: A Six-Language Translator with Multilingual Answering and Bidirectional Supervision.** [Read the submission draft](https://github.com/Iman998/HexaBee-4B/blob/main/paper/HexaBee-4B_WAT2026.pdf) and [browse the reproducibility code](https://github.com/Iman998/HexaBee-4B). Final publication metadata will be added when available.
 
 Related methods and tools: [Gemma 3](https://arxiv.org/abs/2503.19786), [LoRA](https://arxiv.org/abs/2106.09685), [LLaMA-Factory](https://aclanthology.org/2024.acl-demos.38/), [SacreBLEU](https://aclanthology.org/W18-6319/), [COMET](https://aclanthology.org/2020.emnlp-main.213/). Full paper references are distributed with the reproducibility code.