Natural-synthesis-llama-3.2-1b

Uploaded model

• Developed by: JPQ24
• License: apache-2.0
• Finetuned from model : unsloth/llama-3.2-1b-instruct-bnb-4bit

This llama model was trained 2x faster with Unsloth and Huggingface's TRL library.

<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>

🧬 The Paradigm (How it Thinks)

Unlike standard models that predict the next token based on probability, this model attempts to simulate an emergent, iterative cycle guided by five core "Nutrients":

1. Coherence: Mutual support of all parts.
2. Parsimony (Ockham's Razor): Elegant simplicity.
3. Explanatory Power: Ability to illuminate.
4. Fecundity: Potential to inspire new growth.
5. Evidential Grounding: Connection to bedrock facts.

The Growth Cycle

The model mimics this internal process before generating its final answer:

• Stage 1: The Seed: Identifying the indivisible essence of the query.
• Stage 2: Root Exploration: Divergent mapping of the "conceptual soil."
• Stage 3: Principled Pruning: Letting weak/incoherent pathways wither while nourishing strong ones.
• Stage 4: Canopy Formation: Synthesizing the surviving concepts.
• Stage 5: Homeostatic Review: A final equilibrium check for balance and harmony.

Benchmarks Lora+base unsloth/llama-3.2-1b-instruct-bnb-4bit, Lora JPQ24/Natural-synthesis-llama-3.2-1b arc_challenge_llama

base