Update README.md

README.md

@@ -38,7 +38,7 @@ pipeline_tag: text-generation
 - All quants have been "refreshed", quanted with the lastest LLAMACPP improvements : Better instruction following, output generation across all quants.
 - All quants have also been upgraded with "more bits" for output tensor (all set at Q8_0) and embed for better performance (this is in addition to the "refresh")
 - New specialized quants (in addition to the new refresh/upgrades): "max, max-cpu" (will include this in the file name) for quants "Q2K" (max cpu only), "IQ4_XS", "Q6_K" and "Q8_0"
-- "MAX": output tensor / embed at float 16. (better instruction following/output generation than standard quants)
+- "MAX": output tensor / embed at float 16. You get better instruction following/output generation than standard/upgraded quants.
 - "MAX-CPU": output tensor / embed at bfloat 16, which forces both of these on to the CPU (Nvidia cards / other will vary), this frees up vram at cost of token/second and you get better instruction following/output generation too. Example: q8_0 Max-CPU : 2004 mb will load on to CPU/RAM, 7073 mb will load onto the GPU/vram. Extra Vram can be used for context. NOTE: "Math" on the CPU is slightly more accurate than GPU, so you may get a better generation.
 - Q8_0 (Max,Max-CPU) now clocks in at 9.5 bits per weight (average).