Update README.md

README.md

@@ -95,9 +95,9 @@ model-index:
 
 - Inference Speed
 
-We measured the average inference speed (tokens/s) of generating 1024 new tokens and 5198 (8192-2998) tokens with the context of an video (which takes 2998 tokens) under BF16 precision.
+We measured the average inference speed (tokens/s) of generating 1024 new tokens and 5198 (8192-2998) tokens with the context of an video (which takes 2998 tokens) under BF16 precision. w/ encoder indicates that the inference includes the time for video encoder.
 
-|Quantization |	Speed (3022 tokens)	| Speed (8192 tokens) w/o vision| Speed(8192 tokens) w/ vision|
+|Quantization |	Speed (3022 tokens)	| Speed (8192 tokens) w/o encoder| Speed(8192 tokens) w/ encoder|
 |--- |--- |---| ---|
 |BF16 |	33.40 |	31.91 | 21.33|
 |INT4 | -     | 31.95 | - |