Join the conversation

Join the community of Machine Learners and AI enthusiasts.

Sign Up
Quazim0t0 
posted an update 8 days ago
Post
2201
Debugging Tags:
Imagine, Associated Thoughts, Dialectical Analysis, Backwards Induction, Metacognition, and Normal Thought Processes such as <think> or <begin_of_thought>

Edit: Uploaded new images w/ a Open WebUI function to organize the tags.
Open WebUI Function: https://openwebui.com/f/quaz93/imagine_phi

This Phi-4 model is part of a test project that I called Micro-Dose. My goal was to use a small dataset to activate reasoning and other cognitive processes without relying on a large dataset.

I found that this was possible with a tiny dataset of just 90 rows, specifically designed as math problems. In the initial iterations, the dataset only activated reasoning when a math-related question was asked. I then made a few changes to the dataset’s structure, including the order of information and the naming of tags. You can see the sample results in the pictures. Not really anything special, just thought I'd share.

Tweaked the dataset a bit:
Quazim0t0/Imagine-Phi-v0.2-GGUF
Quazim0t0/MicroDoseV0.2


First image shows the new tags, second shows the regular thought process and the third is the model in combination with web searches
 

Looks awesome, but any chance we can get BF16 weights? Q4 GGUF isn't great, I’d love to convert it to EXL2 or use it for Merging

·

I'll try to get that out for you when I get a chance.

In this post