Update README.md

README.md

@@ -88,7 +88,7 @@ Refer to the Provided Files table below to see what files use which methods, and
 <!-- README_GGUF.md-provided-files start -->
 ## Provided files
 
-| Name | Quant method | Bits | Size | Max RAM required | Use case |
+| Name | Quant method | Bits | Size | Max RAM required | Description |
 | ---- | ---- | ---- | ---- | ---- | ----- |
 | [NT-Java-1.1B_Q2_K.gguf](https://huggingface.co/infosys/NT-Java-1.1B-GGUF/blob/main/NT-Java-1.1B_Q2_K.gguf) | Q2_K | 2 | 511 MB| 764 MB | smallest, significant quality loss - not recommended for most purposes |
 | [NT-Java-1.1B_Q3_K_M.gguf](https://huggingface.co/infosys/NT-Java-1.1B-GGUF/blob/main/NT-Java-1.1B_Q3_K_M.gguf) | Q3_K_M | 3 | 663 MB| 912 MB | very small, high quality loss |
@@ -97,7 +97,7 @@ Refer to the Provided Files table below to see what files use which methods, and
 | [NT-Java-1.1B_Q5_K.gguf](https://huggingface.co/infosys/NT-Java-1.1B-GGUF/blob/main/NT-Java-1.1B_Q5_0.gguf) | Q5_0 | 5 | 868 MB| 1.08 GB | legacy; medium, balanced quality - prefer using Q4_K_M |
 | [NT-Java-1.1B_Q5_K_M.gguf](https://huggingface.co/infosys/NT-Java-1.1B-GGUF/blob/main/NT-Java-1.1B_Q5_K_M.gguf) | Q5_K_M | 5 | 910 MB| 1.13 GB | large, very low quality loss - recommended |
 | [NT-Java-1.1B_Q6_K.gguf](https://huggingface.co/infosys/NT-Java-1.1B-GGUF/blob/main/NT-Java-1.1B_Q6_K.gguf) | Q6_K | 6 | 1.02 GB| 1.24 GB | very large, extremely low quality loss |
-| [NT-Java-1.1B_Q8_0.gguf](https://huggingface.co/infosys/NT-Java-1.1B-GGUF/blob/main/NT-Java-1.1B_Q8_0.gguf) | Q8_0 | 8 | 1.32 GB| 1.54 GB | very large, extremely low quality loss - not recommended |
+| [NT-Java-1.1B_Q8_0.gguf](https://huggingface.co/infosys/NT-Java-1.1B-GGUF/blob/main/NT-Java-1.1B_Q8_0.gguf) | Q8_0 | 8 | 1.32 GB| 1.54 GB | Extremely high quality, generally unneeded but max available quant. |
 
 **Note**: the above RAM figures assume no GPU offloading. If layers are offloaded to the GPU, this will reduce RAM usage and use VRAM instead.