Update README.md

README.md

@@ -30,8 +30,6 @@ tags:
 
 <h3>Maximizing Model Performance for All Quants Types And Full-Precision using Samplers, Advance Samplers and Parameters Guide</h3>
 
-<h3>Maximizing Model Performance for All Quants Types And Full-Precision using Samplers, Advance Samplers and Parameters Guide</h3>
-
 This document includes detailed information, references, and notes for general parameters, samplers and
 advanced samplers to get the most out of your model's abilities including notes / settings for the most popular AI/LLM app in use (LLAMACPP, KoboldCPP, Text-Generation-WebUI, LMStudio, Sillytavern, Ollama and others).
 
@@ -80,11 +78,11 @@ You will get higher quality operation overall - stronger prose, better answers,
 
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-INDEX
+<H2>INDEX</H2>
 
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-How to Use this document:
+<B>How to Use this document:</B>
 
 Review quant(s) information to select quant(s) to download, then review "Class 1,2,3..." for specific information on models followed by "Source Files...APPS to run LLMs/AIs". "Quick reference" will state the best parameter settings for each "Class" of model(s) to get the best operation and/or good defaults to use to get started. The detailed sections about parameters - Section 1 a,b,c and section 2 will help tune the model(s) operation.
 
@@ -92,6 +90,8 @@ The "DETAILED NOTES ON PARAMETERS, SAMPLERS and ADVANCED SAMPLERS" section after
 
 All information about parameters, samplers and advanced samplers applies to ALL models , regardless of repo(s) you download them from.
 
+<small>
+<PRE>
 QUANTS:
 -	QUANTS Detailed information.
 -	IMATRIX Quants
@@ -128,6 +128,8 @@ DETAILED NOTES ON PARAMETERS, SAMPLERS and ADVANCED SAMPLERS:
 -	Benchmarking-and-Guiding-Adaptive-Sampling-Decoding 
 
 ADVANCED: HOW TO TEST EACH PARAMETER(s), SAMPLER(s) and ADVANCED SAMPLER(s)
+</pre>
+</small>
 
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