crumb/doc2desc_3b_gguf

DOC2DESC 3B

This is Qwen/Qwen2.5-3B tuned with the following format, on a mix of handwritten and Deepseek-V3 generated descriptions (few-shot w/ handwritten descriptions) for texts from https://textfiles.com, to make sure it has the ability to label unsafe content. This is being used to generate heaps of description/document pairs for training another model to do the reverse, for automatically generating documents to create control-vectors from.

Context format

During training it saw this format:

[[DOCUMENT]]{document}[[/DOCUMENT]]
[[DESCRIPTION]]{description}[[/DESCRIPTION]]

Position	Delimiter
before user	[[DOCUMENT]]
after user	[[/DOCUMENT]]
before assistant	[[DESCRIPTION]]
after assistant	[[/DESCRIPTION]]

you may also want to add "[[" as a stop string.. light tune, isn't perfect 😅

Output qualities

The outputs are something like informal summaries, for example, on the first element from the C4 dataset here are some outputs (at temperature 0.8):

(text from C4):

Beginners BBQ Class Taking Place in Missoula!
Do you want to get better at making delicious BBQ? You will have the opportunity, put this on your calendar now. Thursday, September 22nd join World Class BBQ Champion, Tony Balay from Lonestar Smoke Rangers. He will be teaching a beginner level class for everyone who wants to get better with their culinary skills.
He will teach you everything you need to know to compete in a KCBS BBQ competition, including techniques, recipes, timelines, meat selection and trimming, plus smoker and fire information.
The cost to be in the class is $35 per person, and for spectators it is free. Included in the cost will be either a t-shirt or apron and you will be tasting samples of each meat that is prepared.

(outputs):

ad to get better at making delicious BBQ by world class bbq champion from lonestar smoke rangers.

ad for BBQ class at lonestar smoke rangers by world class bbq champ tony balay; includes techniques, recipes

event ad: beginners BBQ Class Taking Place in Missoula! from world class bbs champion tony balay