Create README.md

README.md

@@ -0,0 +1,74 @@
+---
+language:
+- en
+tags:
+- problem-solving
+- chain-of-thought
+- reasoning
+base_model:
+- deepseek-ai/DeepSeek-R1-Distill-Llama-8B
+- Skywork/Skywork-o1-Open-Llama-3.1-8B
+- NousResearch/DeepHermes-3-Llama-3-8B-Preview
+- O1-OPEN/OpenO1-LLama-8B-v0.1
+- SimpleBerry/LLaMA-O1-Supervised-1129
+- terrycraddock/Reflection-Llama-3.1-8B
+---
+
+# Llama3.1-deep-o1
+
+This is a merge of several DeepSeek R1 distilled and O1-style long chain-of-thought (CoT) large language models (LLMs). It is designed for generating long, coherent solutions and excels at problem-solving tasks among models with 8 billion parameters.
+
+## Model Overview
+
+**Key Features:**
+- Generates detailed, manual-like explanations for complex questions.
+- Suitable for creating solution outlines, analyzing problems, and writing essays.
+
+**Limitations:**
+- Does not follow standard CoT formats like `<thought>` tags.
+- Prone to calculation errors and careless mistakes in reasoning.
+- Struggles with multiturn conversations and user alignment.
+- For example, it may ask questions mid-response but continue answering regardless, in line with its CoT origins.
+
+## Merge Details
+
+The model was created using the following YAML configuration:
+
+```yaml
+models:
+  - model: DeepSeek-R1-Distill-Llama-8B
+    parameters:
+      weight: 1.5
+  - model: Skywork-o1-Open-Llama-3.1-8B
+    parameters:
+      weight: 1.5
+  - model: DeepHermes-3-Llama-3-8B-Preview
+  - model: OpenO1-LLama-8B-v0.1
+  - model: LLaMA-O1-Supervised-1129
+  - model: Reflection-Llama-3.1-8B
+merge_method: linear
+parameters:
+  weight: 1
+dtype: bfloat16
+```
+
+## Usage Recommendations
+
+- To generate hints for scientific problem solving
+- As a foundation model for finetuning and merging
+
+### Examples to Try:
+- Write the equations for glycolysis and pyruvate oxidation.
+- Calculate net ATP formation from glucose metabolism (excluding electron transport chain).
+- Integrate x^2 e^x dx.
+- Prove that the complete bipartite graph K_{3,3} isn't planar.
+- Derive a formula for the critical angle between two media with refractive indices n_1 and n_2.
+- Compare steam vs. diesel engines including their capabilities and historical significance.
+  
+### Notes on Performance:
+While the model provides coherent and expert-like responses, users should verify its outputs for accuracy - especially in calculations or logical reasoning tasks.
+
+## Warning
+
+- This model is experimental and may require careful validation when used for critical applications. 
+- It is not optimized for conversational tasks but performs well in single-turn question answering.