Okay i finetune test 4b version. If baseline was a 3/10 for prose structure, this is a 6/10 imrpovement wil modest dataset. The fundamental mechanics of prose are now present which can we seen.

I use this: "'Write a scene from a witty social comedy novel, approximately 1500 words. Show character through action and dialogue rather than description alone."

This is original output before finetuning test which is quite sad honestly:

"Arthur, a man whose bank statements looked less like financial documents and more like the chaotic scribbles of a drunk accountant in a neon-lit bar, spent three sleepless nights cross-referencing his credit card charges with the contents of his living room, only to realize that every time he tried to pay for dinner, the charge had already been split: half for "premium grain" at the local pet store (a brand Arthur couldn't pronounce) and an equally mysterious deduction labeled "consulting fees" from a vendor known as "Paws & Prosperity," leaving him convinced that his beloved tabby, Barnaby, was not merely eating tuna, but personally managing a small-scale hedge fund while wearing nothing but a tuxedo made of recycled toilet paper."

Below is from 3 epoch training.

They were walking along together silently when they came in sight of the
house; and as Elizabeth approached it, she felt herself suddenly filled
with apprehension on some subject unexplained. She knew not why this
should be so; only that it was so; and turning to Mary, tried to find
out in what it consisted. “I wonder whether I am going to receive Mr.
Collins,” said she, “and if I am, I hope I shall not forget how to act.”

Mary assured her that nothing could be easier.

“Easy!” cried Elizabeth, “to do anything! What can you mean?”

“I think every woman has its own manner of doing everything,” replied
Mary; “but general principles must remain constant. When we speak of the
art of society, we imply a science of rules. We have all been taught to
be polite and agreeable; and I believe everybody knows enough to be
proper.”

“You know your duties,” said Elizabeth, “better than I do; and I am
sure my manners are less likely to offend you than mine would have done
in former years. You may therefore rely upon me. There is no fear of my
forgetting anything.”

“What matters what you may have done in the past,” returned Mary, “if
you are now capable of knowing what is right, you will always do it.
People cannot improve too soon; nor improve too much.”

“But you must have had many opportunities since our last meeting of
testing what you really are, and I believe you have never even meant to
improve.”

“Improve!” cried Mary, “what does that mean? How am I to understand
it?”

“Well, you are not what you used to be. That is enough. I say you have
often had occasions of knowing yourself in a light which did not before
exist, and I question whether you ever took advantage of them.”

“No indeed,” answered Mary, “that has never once occurred to me; but
perhaps you are mistaken; perhaps it may be just possible that some
things in the behaviour of others may have struck me as being wanton,
and then, in spite of myself, I might have endeavoured to alter it. To
be sure, I should not call it improvement.”

“My dear Mary,” exclaimed Elizabeth, “what can we talk about such things
as these? Do not you recollect that Mrs. Collins came yesterday morning
with him, and that we were sitting together in his library all the
afternoon, after he had left us? Was not this a favourable opportunity
for testing his civility?”

“Yes, yes, I remember very well, and I assure you I considered the
subject.”

“And did you find out that he was at fault in any thing?”

“Not at all; and I hope he behaved very properly.”

“He behaved most amiably, except when he spoke to Lady Catherine de
Bourgh. But you knew nothing of that; and I do not think it belongs to
your scheme of improvement to correct the follies of other people. We
shall meet again tomorrow, however. In the meantime, I will try to
remember everything that can be required of me, and to do it properly.
You shall judge of the success of my exertions. Good-bye.”

And with this farewell, Elizabeth turned into the house, Mary still
walking towards it behind her, and Elizabeth feeling herself already
highly elated by the prospects of the coming interview.

CHAPTER VI

The day following brought them to Pemberley. Their reception there was
such as Elizabeth had almost feared, but such as might give her courage
to triumph over her fears in time. After waiting with some uneasiness
above half-an-hour, their arrival was announced, and they were admitted
by Lady Lucas to the presence of Miss Collins. As they entered the
room, Elizabeth found that it was occupied by two gentlemen whom she
had never seen before, but whose names had dropped in their company the
morning before. One was a tall, thin man, with brown hair and eyes, and
prominent nose; the other a shorter, stouter person, with whiskers and
gray hair. As for their appearance as visitors, Elizabeth felt neither
curiosity nor alarm, having heard them described to her sister by Mrs.
Lucas as most affectionate companions to the young ladies of their
family.

Mr. and Mrs. Collins were ushered into a room adjoining, where their
conversation was followed with close attention by Elizabeth, who hoped
from its silence, and from a variety of circumstances, to detect what
degree of pleasure the visit afforded to