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@@ -11,8 +11,8 @@ tags:
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  - vietnamese
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  - semantic_similarity
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  ---
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-
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  # ViConBERT: Context-Gloss Aligned Vietnamese Word Embedding for Polysemous and Sense-Aware Representations
 
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  This repository is official implementation of the paper: ViConBERT: Context-Gloss Aligned Vietnamese Word Embedding for Polysemous and Sense-Aware Representations
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@@ -102,3 +102,14 @@ sim_2 = cosine_similarity(query_vec_2, query_vec_3)
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  print(f"Similarity between 1: {target_1} and 3: {target_3}: {sim_1:.4f}")
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  print(f"Similarity between 2: {target_2} and 3:{target_3}: {sim_2:.4f}")
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  ```
 
 
 
 
 
 
 
 
 
 
 
 
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  - vietnamese
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  - semantic_similarity
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  ---
 
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  # ViConBERT: Context-Gloss Aligned Vietnamese Word Embedding for Polysemous and Sense-Aware Representations
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+ [Model](https://huggingface.co/tkhangg0910/viconbert-base) $~$ [Paper](https://huggingface.co/tkhangg0910/viconbert-base)
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  This repository is official implementation of the paper: ViConBERT: Context-Gloss Aligned Vietnamese Word Embedding for Polysemous and Sense-Aware Representations
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  print(f"Similarity between 1: {target_1} and 3: {target_3}: {sim_1:.4f}")
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  print(f"Similarity between 2: {target_2} and 3:{target_3}: {sim_2:.4f}")
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  ```
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+ ### Embedding Space Visualization
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+
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+ <p align="center">
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+ <img src="visualization/image_hono.png" width="300"/>
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+ <img src="visualization/image_poly.png" width="300"/>
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+ <img src="visualization/image_zeroshot.png" width="300"/>
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+ </p>
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+
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+ <p align="center">
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+ <em>Contextual separation of "Khoan", "chạy", and zero-shot ability for unseen words</em>
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+ </p>