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Update README.md

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@@ -16,7 +16,7 @@ An advanced deep learning model for automatically tagging anime/manga illustrati
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  - **ONNX Model**: Added ONNX export support for better cross-platform compatibility and deployment options
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  - **Save to TXT**: New feature to save tag predictions directly to text files for easier integration with other tools
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  - **Batch Inference**: Added support for processing multiple images in a single run, greatly improving throughput
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- - **TagWorld Game**: Introducing a gamified tagging experience - scan images, discover tags, earn TagCoins, and unlock rarities!
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  - **Training Progress**: The model shows clear signs of being undertrained, with significant room for improvement (see Performance Notes below)
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  ## Key Highlights:
@@ -201,7 +201,7 @@ Refinement improves Micro-F1 by +0.2% and Macro-F1 by +0.5%. As shown, the refin
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  ## TagWorld Game:
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- Introducing a Tagging game - a gamified approach to anime image tagging that helps you understand the performance and limits of the model. This was a shower thought gone to far!
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  ### How to Play:
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  1. Upload an image
@@ -215,7 +215,12 @@ Introducing a Tagging game - a gamified approach to anime image tagging that hel
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  9. Use Enkephalin to generate Tag Essences
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  10. Use the Tag Essence Generator to collect the tag and related tags to it.
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- [Images of the game interface will be added here]
 
 
 
 
 
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  ## Loss Function:
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  - **ONNX Model**: Added ONNX export support for better cross-platform compatibility and deployment options
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  - **Save to TXT**: New feature to save tag predictions directly to text files for easier integration with other tools
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  - **Batch Inference**: Added support for processing multiple images in a single run, greatly improving throughput
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+ - **Tagging Game**: Introducing a gamified tagging experience - scan images, discover tags, earn TagCoins, and unlock rarities!
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  - **Training Progress**: The model shows clear signs of being undertrained, with significant room for improvement (see Performance Notes below)
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  ## Key Highlights:
 
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  ## TagWorld Game:
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+ Introducing a Tagging game - a gamified approach to anime image tagging that helps you understand the performance and limits of the model. This was a shower thought gone to far! Lots of Project Moon references.
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  ### How to Play:
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  1. Upload an image
 
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  9. Use Enkephalin to generate Tag Essences
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  10. Use the Tag Essence Generator to collect the tag and related tags to it.
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+ ![Collect Tags Tab](images/collect_tags.png)
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+ ![Mosaics Tab](images/mosaics.png)
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+ ![Upgrades Tab](images/upgrades.png)
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+ ![Library Tab](images/library.png)
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+ ![Essence Tab](images/essence_tab.png)
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+ ![Lamp Essence](images/lamp_essence.jpg)
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  ## Loss Function:
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