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README.md
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tags:
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- unsloth
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- llama
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#
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- **Finetuned from model :** unsloth/meta-llama-3.1-8b-instruct-bnb-4bit
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license: llama3.1
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tags:
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- reasoning
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- chain-of-thought
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- fine-tuned
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- unsloth
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- llama-3.1
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base_model: meta-llama/Meta-Llama-3.1-8B-Instruct
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datasets:
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- custom
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# SRD_V6 - Standard Reasoning Model (Chain-of-Thought)
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## Overview
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Fine-tuned Llama 3.1 8B on Standard Reasoning Dataset (CoT) with adjusted hyperparameters.
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## Training Details
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- **Base Model**: meta-llama/Meta-Llama-3.1-8B-Instruct
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- **Training Framework**: Unsloth
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- **Dataset**: CoT Reasoning Data (CoT_reasoning_unsloth.jsonl)
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- **Examples**: 9340
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- **Training Time**: 0.33 hours
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- **Final Loss**: 1.9127
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## Hyperparameters (Adjusted for SRD)
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- Learning Rate: 2e-05 (2x higher than CRD)
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- Max Steps: 500 (more than CRD)
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- LoRA Rank: 8
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- LoRA Alpha: 16
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- LoRA Dropout: 0.05
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- Warmup: 10%
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- Max Sequence Length: 2048
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- Effective Batch Size: 8
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## Notes
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SRD dataset has longer, more complex reasoning chains which results in higher baseline loss.
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Hyperparameters adjusted accordingly.
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## Part of Experiment
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- **kinzakhan1/CRD_V6** - Clinical reasoning only
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- **kinzakhan1/SRD_V6** - Standard reasoning only (this model)
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- **kinzakhan1/MIXED_V6** - Mixed dataset
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