mychen76
/

Llama-3.1_Intuitive-Thinker

@@ -13,22 +13,30 @@ tags:
 # Intuitive Thinker
 Improve small size LLM reasoning by employs system of thinking mental models by structured Chain-of-Thoughts process and thoughtful reflection prior to responding to user queries.
-***Problem:***
 smaller-sized transformer models exhibit inferior reasoning capabilities compared to their larger counterparts, whose advanced reasoning abilities stem from broader connection networks that facilitate cross-domain inference.
-***Solution:***
 Two-Step Approach:
 > 1. Finetuning: Commence by fine-tuning the Llama 3.1, a smaller-sized transformer model with 8 billion parameters, on an enhanced reasoning dataset to bolster its cognitive capabilities.
 > 2. Revelation of Internal Processes: Subsequently, leverage a system of thinking model guidance techniques (Think, Plan, Reasoning and Reflection) to unveil the model's internal thought processes and the rationales underlying its processing mechanisms.
-***Models***
 Base Model: mychen76/Llama-3.1_Intuitive-Thinker
 https://huggingface.co/mychen76/Llama-3.1_Intuitive-Thinker
 Quantized:  mychen76/Llama-3.1_Intuitive-Thinker_8B_2309_GGUF
 https://huggingface.co/mychen76/Llama-3.1_Intuitive-Thinker_8B_2309_GGUF
-***Ollama.com***
 https://ollama.com/mychen76/llama3.1-intuitive-thinker
 For direct easy to use each mental model has been package on own model package.
@@ -39,15 +47,6 @@ For direct easy to use each mental model has been package on own model package.
 4. Iceberg Mental Model: [mychen76/llama3.1-intuitive-thinker:iceberg-mental-model.q5]
 5. Second Order Thinking: [mychen76/llama3.1-intuitive-thinker:second-order-thinking.q5]
-### Available Mental Models
-System of thinking, reasoning and reflection
-> 1. Chain-of-Thoughts
-> 2. Thinking Fast and Slow
-> 3. Critical Thinking
-> 4. Iceberg Mental Model
-> 5. Second Order Thinking
 ### Samples
 ***Sample: Chain-of-Thoughts***

 # Intuitive Thinker
 Improve small size LLM reasoning by employs system of thinking mental models by structured Chain-of-Thoughts process and thoughtful reflection prior to responding to user queries.
+***Problem:*** <br/>
 smaller-sized transformer models exhibit inferior reasoning capabilities compared to their larger counterparts, whose advanced reasoning abilities stem from broader connection networks that facilitate cross-domain inference.
+***Solution:*** <br/>
 Two-Step Approach:
 > 1. Finetuning: Commence by fine-tuning the Llama 3.1, a smaller-sized transformer model with 8 billion parameters, on an enhanced reasoning dataset to bolster its cognitive capabilities.
 > 2. Revelation of Internal Processes: Subsequently, leverage a system of thinking model guidance techniques (Think, Plan, Reasoning and Reflection) to unveil the model's internal thought processes and the rationales underlying its processing mechanisms.
+***Available Mental Models*** <br/>
+System of thinking, reasoning and reflection
+> 1. Chain-of-Thoughts
+> 2. Thinking Fast and Slow
+> 3. Critical Thinking
+> 4. Iceberg Mental Model
+> 5. Second Order Thinking
+<hr/>
+***Models*** <br/>
 Base Model: mychen76/Llama-3.1_Intuitive-Thinker
 https://huggingface.co/mychen76/Llama-3.1_Intuitive-Thinker
 Quantized:  mychen76/Llama-3.1_Intuitive-Thinker_8B_2309_GGUF
 https://huggingface.co/mychen76/Llama-3.1_Intuitive-Thinker_8B_2309_GGUF
+***Ollama.com*** <br/>
 https://ollama.com/mychen76/llama3.1-intuitive-thinker
 For direct easy to use each mental model has been package on own model package.
 4. Iceberg Mental Model: [mychen76/llama3.1-intuitive-thinker:iceberg-mental-model.q5]
 5. Second Order Thinking: [mychen76/llama3.1-intuitive-thinker:second-order-thinking.q5]
 ### Samples
 ***Sample: Chain-of-Thoughts***