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Llama 3 13B Instruct Ft by elinas

 »  All LLMs  »  elinas  »  Llama 3 13B Instruct Ft   URL Share it on

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  Autotrain compatible Base model:elinas/llama-3-13b-... Base model:finetune:elinas/lla...   Conversational Dataset:chat-error/pure-dove-s...   Endpoints compatible   Instruct   Llama   Merge   Mergekit   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/elinas/Llama-3-13B-Instruct-ft 

Llama 3 13B Instruct Ft Benchmarks

ARC: 58.53 vs 96.7 (so35)-39.5%
HellaSwag: 77.53 vs 95.3 (gpt4)-18.6%
MMLU: 65.42 vs 88.3 (so35)-25.9%
TruthfulQA: 50.19 vs 59 (gpt4)-14.9%
WinoGrande: 74.66 vs 87.5 (gpt4)-14.7%
GSM8K: 49.73 vs 96.4 (so35)-48.4%
LLME Score: 0.20534
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Llama 3 13B Instruct Ft (elinas/Llama-3-13B-Instruct-ft)

Llama 3 13B Instruct Ft Parameters and Internals

Model Type 
text generation
Additional Notes 
This model was an experiment focusing on a 'mid' sized model to test finetuning using a small dataset. The next steps involve further testing and potentially larger datasets. Sample packing and padding were disabled to reduce VRAM. Performance was tested with RoPE up to 32k.
Training Details 
Data Sources:
Chat-Error/Pure-dove-sharegpt
Data Volume:
8192 context length
Methodology:
QLoRA finetuning
Context Length:
8192
Training Time:
4h 12m 13s
Hardware Used:
3x3090 GPUs
LLM NameLlama 3 13B Instruct Ft
Repository 🤗https://huggingface.co/elinas/Llama-3-13B-Instruct-ft 
Base Model(s)  Llama 3 13B Instruct   elinas/Llama-3-13B-Instruct
Model Size13b
Required VRAM26.1 GB
Updated2025-02-05
Maintainerelinas
Model Typellama
Instruction-BasedYes
Model Files  5.0 GB: 1-of-6   5.0 GB: 2-of-6   4.9 GB: 3-of-6   5.0 GB: 4-of-6   4.9 GB: 5-of-6   1.3 GB: 6-of-6
Model ArchitectureLlamaForCausalLM
Licensellama3
Context Length8192
Model Max Length8192
Transformers Version4.40.0.dev0
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|end_of_text|>
Vocabulary Size128256
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than elinas/Llama-3-13B-Instruct-ft.

Rank the Llama 3 13B Instruct Ft Capabilities

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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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Release v20241227
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