Update README.md

README.md

@@ -2,48 +2,44 @@
 license: cc-by-sa-4.0
 language:
 - tig
+tags:
+- fasttext
+- word-embeddings
+- tigre
+---
+
+# Tigre FastText Embeddings
+
+This repository provides **FastText word embeddings for the Tigre language**.  
+The embeddings can be used for similarity, clustering, text classification, or as input features in downstream NLP tasks.
+
 ---
-pip install gensim
-pip install fasttext huggingface_hub
-from huggingface_hub import hf_hub_download
-import fasttext
 
+## 📦 Installation
+
+```bash
+pip install gensim fasttext huggingface_hub
+
+```python
 
 from huggingface_hub import hf_hub_download
 from gensim.models import KeyedVectors
 
+# Download the vec file
 vec_path = hf_hub_download(
     repo_id="BeitTigreAI/tigre-data-fasttext",
     filename="tigre.vec",
-    repo_type="dataset"    
+    repo_type="dataset"
 )
 
+# Load embeddings
 model = KeyedVectors.load_word2vec_format(vec_path, binary=False)
+
+# Example queries
 print(model.most_similar("ቤት"))
 print(model.most_similar("ዋልዳይት"))
 
----
-[('ወቤት', 0.5403133630752563), ('ሐደክዉ', 0.5009863972663879), ('ኢመሓዛትካ', 0.4794275760650635), ('ለቤት', 0.47765740752220154), ('ከቤት', 0.4470037817955017), ('ለብርሂ', 0.41692110896110535), ('ከሺነት', 0.4148196578025818), ('ከሺነትነ', 0.41287708282470703), ('ወንጌላይት', 0.410333514213562), ('ወንጌላይ', 0.40985122323036194)]
-[('ዋልዳይትተ', 0.9436762928962708), ('ዋልዳይትናመ', 0.9374170303344727), ('ከዋልዳይት', 0.9302672147750854), ('ዋልዳይትኪ', 0.9297484755516052), ('ዋልዳይትቼ', 0.922221302986145), ('ዋልዳይትነ', 0.9221974611282349), ('ዋልዳይትመ', 0.9156748652458191), ('ዋልዳይትኩም', 0.9076657891273499), ('ዋልዳይትዬ', 0.8774775266647339), ('ዋልዳይትከ', 0.8705683350563049)]
----
-
-from huggingface_hub import hf_hub_download
-import fasttext
-
-bin_path = hf_hub_download(
-    repo_id="BeitTigreAI/tigre-data-fasttext",
-    filename="tig.bin",
-    repo_type="dataset"   
-)
-
-ft = fasttext.load_model(bin_path)
-
-print(ft.get_word_vector("ሻም")[:10])
-print(ft.get_nearest_neighbors("ሻም"))
-
----
-
-[-2.2306004   4.1328444  -1.307913    1.390595   -3.1971953  -1.213482
-  0.45558256 -2.998946   -0.79585505 -0.26456892]
-[(0.5539113879203796, 'ሻማት'), (0.5307868719100952, 'ዴሪር'), (0.4694315791130066, 'ሕዋሌሻም'), (0.46039608120918274, 'ምልህዮት'), (0.45820483565330505, 'ወሻም'), (0.45434507727622986, 'ከምልህዮት'), (0.45119181275367737, 'ለምልህዮት'), (0.4460937976837158, 'ሻሙ'), (0.43825647234916687, 'ሻሞም'), (0.4371178150177002, 'ወረአየት')]
+```css
+[('ወቤት', 0.54), ('ሐደክዉ', 0.50), ('ኢመሓዛትካ', 0.47), ...]
+[('ዋልዳይትተ', 0.94), ('ዋልዳይትናመ', 0.93), ('ከዋልዳይት', 0.93), ...]