Update README.md

README.md

@@ -23,13 +23,13 @@ Falcon3-7B-Instruct supports 4 languages (english, french, spanish, portuguese)
 - Architecture
   - Transformer based causal decoder only architecture
   - 28 decoder blocks
-  - Grouped query attention (GQA) for faster inference: 12 query heads and 4 KV heads
+  - Grouped query attention (GQA) for faster inference: 12 query heads and 4 key value heads
   - Wider head dimension: 256
   - High RoPE value to support long context understanding: 1000042
   - Uses SwiGLU and RMSNorm
-  - 32k context length
-  - 131k vocab size
-- Pretrained on 14 Gigatokens of datasets comprising of web, code, STEM, high quality and mutlilingual data using 2048 H100 GPU chips
+  - 32K context length
+  - 131K vocab size
+- Pretrained on 14 Teratokens of datasets comprising of web, code, STEM, high quality and mutlilingual data using 2048 H100 GPU chips
 - Postrained on 1.2 million samples of STEM, conversations, code, safety and function call data
 - Supports EN, FR, ES, PT
 - Developed by [Technology Innovation Institute](https://www.tii.ae)