Debugging Tags:
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Debugging Tags:
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Imagine, Associated Thoughts, Dialectical Analysis, Backwards Induction, Metacognition, and Normal Thought Processes such as <think> or <begin_of_thought>
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Imagine, Associated Thoughts, Dialectical Analysis, Backwards Induction, Metacognition, and Normal Thought Processes such as <think> or <begin_of_thought>
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Edit: Uploaded new images w/ a Open WebUI function to organize the tags.
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Edit: Uploaded new images w/ a Open WebUI function to organize the tags.
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Open WebUI Function: 
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Open WebUI Function: 
https://openwebui.com/f/quaz93/imagine_phi
https://openwebui.com/f/quaz93/imagine_phi
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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.
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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.
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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.
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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.
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Tweaked the dataset a bit:
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Tweaked the dataset a bit:
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https://huggingface.co/Quazim0t0/Imagine-Phi-v0.2-GGUF
https://huggingface.co/Quazim0t0/Imagine-Phi-v0.2-GGUF
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https://huggingface.co/datasets/Quazim0t0/MicroDoseV0.2
https://huggingface.co/datasets/Quazim0t0/MicroDoseV0.2
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First image shows the new tags, second shows the regular thought process and the third is the model in combination with web searches
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First image shows the new tags, second shows the regular thought process and the third is the model in combination with web searches
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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:
https://huggingface.co/Quazim0t0/Imagine-Phi-v0.2-GGUF
https://huggingface.co/datasets/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
 
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John6666 AtAndDev Yukkkop astrisai dantezxcd
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67871034cb915f55dc0815e6
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Quazimoto
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