Update README.md

README.md

@@ -580,19 +580,37 @@ However, you should also check / test operation of:
 a] Affects per token generation:
 
 - top_a
-- epsilon_cutoff
-- eta_cutoff
-- no_repeat_ngram_size
+- epsilon_cutoff - see note 4
+- eta_cutoff - see note 4
+- no_repeat_ngram_size - see note 1.
 
 b] Affects generation including phrase, sentence, paragraph and entire generation:
 
-- no_repeat_ngram_size
-- encoder_repetition_penalty
-- guidance_scale (with "Negative prompt" ) => this is like a pre-prompt/system role prompt.
+- no_repeat_ngram_size - see note 1.
+- encoder_repetition_penalty "Hallucinations filter" - see note #2.
+- guidance_scale (with "Negative prompt" ) => this is like a pre-prompt/system role prompt - see note #3.
 - Disabling (BOS TOKEN) this can make the replies more creative.
 - Custom stopping strings
 
-Note: "no_repeat_ngram_size" appears in both because it can impact per token OR per phrase depending on settings.
+Note 1: 
+
+"no_repeat_ngram_size" appears in both because it can impact per token OR per phrase depending on settings. This can also drastically affect sentence,
+paragraph and general flow of the output.
+
+Note 2: 
+
+This parameter if set to LESS than 1 causing the model to "jump" around a lot more , whereas above 1 causes the model to focus more on the immediate surroundings.
+
+If the model is crafting a "scene", a setting of less than 1 causes the model to jump around the room, outside, etc etc ; if less than 1 then it focuses the model more on
+the moment, the immediate surroundings, the POV character and details in the setting.
+
+Note 3:
+
+This is a powerful method to send instructions / directives to the model on how to process your prompt(s) each time. See [ https://arxiv.org/pdf/2306.17806 ]
+
+Note 4:
+
+These control selection of tokens, in some case providing more relevant and/or more options. See [ https://arxiv.org/pdf/2210.15191 ]
 
 
 <B>MAIN ADVANCED SAMPLERS (affects per token AND overall generation): </B>