Update README: Fix TiQuAD's language name to Tigrinya (#3)

- Update README: Fix TiQuAD's language name to Tigrinya (4688b42d026aba547d972ab0589378f4befa71bd)


Co-authored-by: Fitsum <[email protected]>

README.md

@@ -40,7 +40,7 @@ This phase dramatically expands language coverage to **1833 languages**, impleme
 
 - **Temperature Schedule**: τ=0.3 (most uniform sampling)
 - **Low-resource Focus**: Includes 1723 new languages with minimal data
-- **Rapid Learning**: Demonstrates 68% performance improvement on Tigray and 26% on Faroese
+- **Rapid Learning**: Demonstrates 68% performance improvement on Tigrinya and 26% on Faroese
 - **Script Diversity**: Covers virtually all writing systems in FineWeb2
 
 ### Key Innovation: Annealed Language Learning
@@ -68,7 +68,7 @@ Use the script at [this link](https://github.com/JHU-CLSP/mmBERT/blob/main/data/
 ## 🎯 Performance Impact
 
 The decay phase demonstrates remarkable efficiency in low-resource language learning:
-- **Tigray (TiQuAD)**: 68% improvement (12.1 F1 points) from including the language
+- **Tigrinya (TiQuAD)**: 68% improvement (12.1 F1 points) from including the language
 - **Faroese (FoQA)**: 26% improvement (15.4 F1 points) 
 - **SOTA Performance**: Can even outperforms GPT-4o, Gemini 2.5 Pro
 - **Rapid Acquisition**: Significant gains with only 100B tokens of exposure