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Llama 3.1 Natural Farmer 16bit by CopyleftCultivars

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Llama 3.1 Natural Farmer 16bit is an open-source language model by CopyleftCultivars. Features: 8b LLM, VRAM: 16.1GB, Context: 128K, License: llama3.1, Quantized, Instruction-Based, LLM Explorer Score: 0.15.

  4bit   Agriculture   Climate   Conversational Dataset:copyleftcultivars/natu...   En   Endpoints compatible   Farming   Instruct   Llama   Pytorch   Q1   Q1-2024   Quantized   Region:us   Sft   Sharded   Trl   Unsloth
Model Card on HF 🤗: https://huggingface.co/CopyleftCultivars/llama-3.1-natural-farmer-16bit 

Llama 3.1 Natural Farmer 16bit Benchmarks

LLME Score: 0.15408
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Llama 3.1 Natural Farmer 16bit (CopyleftCultivars/llama-3.1-natural-farmer-16bit)
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Llama 3.1 Natural Farmer 16bit Parameters and Internals

Model Type 
text-generation-inference
Use Cases 
Areas:
agriculture, climate, farming
Applications:
farming knowledge democratization, support vulnerable plants
Additional Notes 
This model was designed to help farmers everywhere and inspire future works, with ongoing testing and integration for offline applications.
Supported Languages 
en (Proficient)
Training Details 
Data Sources:
previous farmer assistant chatbot service, CopyleftCultivars/Natural-Farming-Real-QandA-Conversations-Q1-2024-Update
Methodology:
fine-tuned iteratively with real-world and curated datasets
Release Notes 
Version:
V1 beta
Notes:
Runs locally on Ollama with experimental configuring for offline use. Training and integration into on-device app interfaces are ongoing. Fine-tune of Llama 3.1 with Huggingface's TRL library.
LLM NameLlama 3.1 Natural Farmer 16bit
Repository 🤗https://huggingface.co/CopyleftCultivars/llama-3.1-natural-farmer-16bit 
Base Model(s)  unsloth/meta-llama-3.1-8b-instruct-bnb-4bit   unsloth/meta-llama-3.1-8b-instruct-bnb-4bit
Model Size8b
Required VRAM16.1 GB
Updated2026-04-08
MaintainerCopyleftCultivars
Model Typellama
Instruction-BasedYes
Model Files  5.0 GB: 1-of-4   5.0 GB: 2-of-4   4.9 GB: 3-of-4   1.2 GB: 4-of-4
Supported Languagesen
Quantization Typeq1|q1-2024|4bit
Model ArchitectureLlamaForCausalLM
Licensellama3.1
Context Length131072
Model Max Length131072
Transformers Version4.44.2
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|finetune_right_pad_id|>
Vocabulary Size128256
Torch Data Typefloat16

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Rank the Llama 3.1 Natural Farmer 16bit Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
Text Generation  
Text Summarization and Feature Extraction  
Code Generation  
Multi-Language Support and Translation  

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